{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 43,
   "metadata": {
    "execution": {
     "iopub.execute_input": "2024-11-29T16:11:38.401654Z",
     "iopub.status.busy": "2024-11-29T16:11:38.401654Z",
     "iopub.status.idle": "2024-11-29T16:11:38.416894Z",
     "shell.execute_reply": "2024-11-29T16:11:38.415893Z",
     "shell.execute_reply.started": "2024-11-29T16:11:38.401654Z"
    }
   },
   "outputs": [],
   "source": [
    "import seaborn as sns\n",
    "import pandas as pd\n",
    "import numpy as np\n",
    "import matplotlib.pyplot as plt"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# 样式说明"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 102,
   "metadata": {
    "execution": {
     "iopub.execute_input": "2024-11-29T16:39:16.419083Z",
     "iopub.status.busy": "2024-11-29T16:39:16.419083Z",
     "iopub.status.idle": "2024-11-29T16:39:16.427764Z",
     "shell.execute_reply": "2024-11-29T16:39:16.427764Z",
     "shell.execute_reply.started": "2024-11-29T16:39:16.419083Z"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "('axes.facecolor', '#EAEAF2')\n",
      "('axes.edgecolor', 'white')\n",
      "('axes.grid', True)\n",
      "('axes.axisbelow', True)\n",
      "('axes.labelcolor', '.15')\n",
      "('figure.facecolor', 'white')\n",
      "('grid.color', '#00ff00')\n",
      "('grid.linestyle', '-')\n",
      "('text.color', '.15')\n",
      "('xtick.color', '.15')\n",
      "('ytick.color', '.15')\n",
      "('xtick.direction', 'out')\n",
      "('ytick.direction', 'out')\n",
      "('lines.solid_capstyle', <CapStyle.round: 'round'>)\n",
      "('patch.edgecolor', 'w')\n",
      "('patch.force_edgecolor', True)\n",
      "('image.cmap', 'rocket')\n",
      "('font.family', ['sans-serif'])\n",
      "('font.sans-serif', ['Arial', 'DejaVu Sans', 'Liberation Sans', 'Bitstream Vera Sans', 'sans-serif'])\n",
      "('xtick.bottom', False)\n",
      "('xtick.top', False)\n",
      "('ytick.left', False)\n",
      "('ytick.right', False)\n",
      "('axes.spines.left', True)\n",
      "('axes.spines.bottom', True)\n",
      "('axes.spines.right', True)\n",
      "('axes.spines.top', True)\n"
     ]
    }
   ],
   "source": [
    "# 返回样式的属性值\n",
    "for item in sns.axes_style().items():\n",
    "    print(item)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "分类图的绘制，采用的是sns.catplot来实现的。  \n",
    "cat是category的简写。这个方法默认绘制的是分类散点图，如果想要绘制其他类型的图，同样也是通过kind参数来指定。并且分类绘图中，分成分类散点图，分类分布图，分类统计图。  \n",
    "**catplot方法不能使用size和style参数**"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# 分类散点图\n",
    "1. stripplot和swarmplot。\n",
    "2. swramplot采用了一定的算法，可以让点不会重叠。\n",
    "3. 分类散点图，特别是swarmplot，不太适合数据量特别大的，否则不太美观。"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {
    "execution": {
     "iopub.execute_input": "2024-11-29T15:41:24.850468Z",
     "iopub.status.busy": "2024-11-29T15:41:24.850468Z",
     "iopub.status.idle": "2024-11-29T15:41:24.863592Z",
     "shell.execute_reply": "2024-11-29T15:41:24.863592Z",
     "shell.execute_reply.started": "2024-11-29T15:41:24.850468Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>total_bill</th>\n",
       "      <th>tip</th>\n",
       "      <th>sex</th>\n",
       "      <th>smoker</th>\n",
       "      <th>day</th>\n",
       "      <th>time</th>\n",
       "      <th>size</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>16.99</td>\n",
       "      <td>1.01</td>\n",
       "      <td>Female</td>\n",
       "      <td>No</td>\n",
       "      <td>Sun</td>\n",
       "      <td>Dinner</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>10.34</td>\n",
       "      <td>1.66</td>\n",
       "      <td>Male</td>\n",
       "      <td>No</td>\n",
       "      <td>Sun</td>\n",
       "      <td>Dinner</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>21.01</td>\n",
       "      <td>3.50</td>\n",
       "      <td>Male</td>\n",
       "      <td>No</td>\n",
       "      <td>Sun</td>\n",
       "      <td>Dinner</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>23.68</td>\n",
       "      <td>3.31</td>\n",
       "      <td>Male</td>\n",
       "      <td>No</td>\n",
       "      <td>Sun</td>\n",
       "      <td>Dinner</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>24.59</td>\n",
       "      <td>3.61</td>\n",
       "      <td>Female</td>\n",
       "      <td>No</td>\n",
       "      <td>Sun</td>\n",
       "      <td>Dinner</td>\n",
       "      <td>4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>239</th>\n",
       "      <td>29.03</td>\n",
       "      <td>5.92</td>\n",
       "      <td>Male</td>\n",
       "      <td>No</td>\n",
       "      <td>Sat</td>\n",
       "      <td>Dinner</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>240</th>\n",
       "      <td>27.18</td>\n",
       "      <td>2.00</td>\n",
       "      <td>Female</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Sat</td>\n",
       "      <td>Dinner</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>241</th>\n",
       "      <td>22.67</td>\n",
       "      <td>2.00</td>\n",
       "      <td>Male</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Sat</td>\n",
       "      <td>Dinner</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>242</th>\n",
       "      <td>17.82</td>\n",
       "      <td>1.75</td>\n",
       "      <td>Male</td>\n",
       "      <td>No</td>\n",
       "      <td>Sat</td>\n",
       "      <td>Dinner</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>243</th>\n",
       "      <td>18.78</td>\n",
       "      <td>3.00</td>\n",
       "      <td>Female</td>\n",
       "      <td>No</td>\n",
       "      <td>Thur</td>\n",
       "      <td>Dinner</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>244 rows × 7 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "     total_bill   tip     sex smoker   day    time  size\n",
       "0         16.99  1.01  Female     No   Sun  Dinner     2\n",
       "1         10.34  1.66    Male     No   Sun  Dinner     3\n",
       "2         21.01  3.50    Male     No   Sun  Dinner     3\n",
       "3         23.68  3.31    Male     No   Sun  Dinner     2\n",
       "4         24.59  3.61  Female     No   Sun  Dinner     4\n",
       "..          ...   ...     ...    ...   ...     ...   ...\n",
       "239       29.03  5.92    Male     No   Sat  Dinner     3\n",
       "240       27.18  2.00  Female    Yes   Sat  Dinner     2\n",
       "241       22.67  2.00    Male    Yes   Sat  Dinner     2\n",
       "242       17.82  1.75    Male     No   Sat  Dinner     2\n",
       "243       18.78  3.00  Female     No  Thur  Dinner     2\n",
       "\n",
       "[244 rows x 7 columns]"
      ]
     },
     "execution_count": 12,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# # github中加载远程的数据集\n",
    "tips = sns.load_dataset(\"tips\")\n",
    "tips"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {
    "execution": {
     "iopub.execute_input": "2024-11-29T15:35:35.446901Z",
     "iopub.status.busy": "2024-11-29T15:35:35.445528Z",
     "iopub.status.idle": "2024-11-29T15:35:35.694815Z",
     "shell.execute_reply": "2024-11-29T15:35:35.693353Z",
     "shell.execute_reply.started": "2024-11-29T15:35:35.446901Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<seaborn.axisgrid.FacetGrid at 0x1f84812e700>"
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 600.25x500 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.catplot(x=\"day\",y=\"total_bill\",data=tips,hue=\"sex\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {
    "execution": {
     "iopub.execute_input": "2024-11-29T15:36:11.158417Z",
     "iopub.status.busy": "2024-11-29T15:36:11.157022Z",
     "iopub.status.idle": "2024-11-29T15:36:11.486265Z",
     "shell.execute_reply": "2024-11-29T15:36:11.485758Z",
     "shell.execute_reply.started": "2024-11-29T15:36:11.158417Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<seaborn.axisgrid.FacetGrid at 0x1f87f0fb1f0>"
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 600.25x500 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 以上图展示的是按照星期几的分类散点图，看起来这些点有点重合，如果想要散开来，那么可以使用catplot(kind=\"swarm\")\n",
    "sns.catplot(x=\"day\",y=\"total_bill\",data=tips,kind=\"swarm\",hue=\"sex\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 97,
   "metadata": {
    "execution": {
     "iopub.execute_input": "2024-11-29T16:36:01.508990Z",
     "iopub.status.busy": "2024-11-29T16:36:01.507922Z",
     "iopub.status.idle": "2024-11-29T16:36:01.820130Z",
     "shell.execute_reply": "2024-11-29T16:36:01.818819Z",
     "shell.execute_reply.started": "2024-11-29T16:36:01.508990Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<seaborn.axisgrid.FacetGrid at 0x1f818138f10>"
      ]
     },
     "execution_count": 97,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 600.25x500 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 想要将垂直的分类散点图变成横向的，只需要把x和y对应的值进行互换即可\n",
    "sns.catplot(y=\"day\",x=\"total_bill\",kind=\"swarm\",data=tips,hue=\"sex\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 105,
   "metadata": {
    "execution": {
     "iopub.execute_input": "2024-11-29T16:41:47.390975Z",
     "iopub.status.busy": "2024-11-29T16:41:47.389964Z",
     "iopub.status.idle": "2024-11-29T16:41:47.495030Z",
     "shell.execute_reply": "2024-11-29T16:41:47.495030Z",
     "shell.execute_reply.started": "2024-11-29T16:41:47.390975Z"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "   total_bill   tip     sex smoker  day    time  size\n",
      "0       16.99  1.01  Female     No  Sun  Dinner     2\n",
      "1       10.34  1.66    Male     No  Sun  Dinner     3\n",
      "2       21.01  3.50    Male     No  Sun  Dinner     3\n",
      "3       23.68  3.31    Male     No  Sun  Dinner     2\n",
      "4       24.59  3.61  Female     No  Sun  Dinner     4\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "tips = sns.load_dataset(\"tips\")\n",
    "print(tips.head())\n",
    "# 分布散点图  默认会对x列进行分组操作  jitter: 是否支持抖动效果\n",
    "sns.stripplot(x='day',y='total_bill',data=tips,jitter=True)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 106,
   "metadata": {
    "execution": {
     "iopub.execute_input": "2024-11-29T16:42:03.649627Z",
     "iopub.status.busy": "2024-11-29T16:42:03.649627Z",
     "iopub.status.idle": "2024-11-29T16:42:03.840999Z",
     "shell.execute_reply": "2024-11-29T16:42:03.840999Z",
     "shell.execute_reply.started": "2024-11-29T16:42:03.649627Z"
    }
   },
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 分类散点图  hue: 要分类的列,建议列值不能太多\n",
    "sns.swarmplot(x='day',y='total_bill',data=tips,hue='sex')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# 分类分布图\n",
    "箱线图：boxplot或者是catplot(kind=\"box\")。然后使用hue参数可以进行分组。  \n",
    "小提琴图：violinplot或者是catplot(kind=\"violin\")。小提琴图是由KDE曲线（核密度估计曲线）绘制而成。inner参数可以控制小提琴中的图，可以为box,quartile,stick,point。可以使用hue参数来进行分组，并且可以指定split=True，来将整个小提琴分割开来进行展示。\n",
    "## 箱线图"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 114,
   "metadata": {
    "execution": {
     "iopub.execute_input": "2024-11-29T16:58:04.595837Z",
     "iopub.status.busy": "2024-11-29T16:58:04.595837Z",
     "iopub.status.idle": "2024-11-29T16:58:04.755607Z",
     "shell.execute_reply": "2024-11-29T16:58:04.755607Z",
     "shell.execute_reply.started": "2024-11-29T16:58:04.595837Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<Axes: xlabel='day', ylabel='tip'>"
      ]
     },
     "execution_count": 114,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.boxplot(x=\"day\",y=\"tip\",data=tips,hue=\"sex\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 115,
   "metadata": {
    "execution": {
     "iopub.execute_input": "2024-11-29T17:02:36.994134Z",
     "iopub.status.busy": "2024-11-29T17:02:36.994134Z",
     "iopub.status.idle": "2024-11-29T17:02:37.073821Z",
     "shell.execute_reply": "2024-11-29T17:02:37.073821Z",
     "shell.execute_reply.started": "2024-11-29T17:02:36.994134Z"
    }
   },
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 数据集为奇数的情况\n",
    "x = [1, 3, 3.2, 7, 8, 12, 19]\n",
    "# 1: 先求中位数：(奇数比偶数好求), 此处就是7\n",
    "# 2: 第3分位数Q3: 包括中位数和后数列 [7, 8, 12, 19],再求这个数列的中位数,求Q3得: (8 + 12) / 2 = 10\n",
    "# 3: 第1分位数Q1: 包括中位数和前数列 [1, 3, 3.2, 7],再求这个数列的中位数,求Q1得: (3 + 3.2) / 2 = 3.1\n",
    "sns.boxplot(data=x)\n",
    "plt.show()\n",
    "# 4:IQR 四分位距: Q3 - Q1: 10 - 3.1 = 6.9\n",
    "# 5:最小值 = Q1 - 1.5 * IQR ==> 3.1 - 1.5 * 6.9 = -7.25\n",
    "# 6:最大值 = Q3 + 1.5 * IQR ==> 10 + 1.5 * 6.9 = 20.35\n",
    "# 7:边缘测试: > 20.35  或者 < -7.25 数据统统为异常数据"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 117,
   "metadata": {
    "execution": {
     "iopub.execute_input": "2024-11-29T17:06:11.970446Z",
     "iopub.status.busy": "2024-11-29T17:06:11.969437Z",
     "iopub.status.idle": "2024-11-29T17:06:12.045434Z",
     "shell.execute_reply": "2024-11-29T17:06:12.044258Z",
     "shell.execute_reply.started": "2024-11-29T17:06:11.970446Z"
    }
   },
   "outputs": [
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 数据集为偶数的情况\n",
    "x = [1,3,3.2,7,8,8.1,12,19]\n",
    "# 1: 先求中位数: (7 + 8) / 2 = 7.5\n",
    "# 2: 第3分位数Q3：75%\n",
    "#   2.1: 先求Q3中位数的位置: (n + 1) * 0.75= (8 + 1)* 0.75 = 6.75 (求位置)\n",
    "#   2.2: 求Q3：8.1 * 0.75 + 12 * 0.25 = 6.075 + 3 = 9.075\n",
    "# 3: 第1分位数Q1：25%\n",
    "#   3.1: 先求Q1中位数的位置 (n + 1) * 0.25 = (8 + 1)* 0.25 = 2.25\n",
    "#   3.2: 求Q1: 3 * 0.25 + 3.2 * 0.75 = 0.75 + 2.4 = 3.15\n",
    "sns.boxplot(data=x)\n",
    "plt.show()\n",
    "\n",
    "# 4:IQR 四分位距: 9.075 -  3.15 = 5.925\n",
    "# 5:最小值 = Q1 - 1.5 * IQR : 3.15 - 5.925 * 1.5 = -5.7375\n",
    "# 6:最大值 = Q3 + 1.5 * IQR ： 9.075 + 5.925 * 1.5 = 17.9625\n",
    "# 7:边缘测试:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 118,
   "metadata": {
    "execution": {
     "iopub.execute_input": "2024-11-29T17:06:17.057540Z",
     "iopub.status.busy": "2024-11-29T17:06:17.057540Z",
     "iopub.status.idle": "2024-11-29T17:06:17.142997Z",
     "shell.execute_reply": "2024-11-29T17:06:17.141781Z",
     "shell.execute_reply.started": "2024-11-29T17:06:17.057540Z"
    }
   },
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 有些时候散点图、柱状图表达的信息有限,此时就可以采用箱盒图,琴形图\n",
    "# 结论: 男女的性别分布很相似,但是年龄女性跨度会更大,而男性老年乘客会更多\n",
    "sns.boxplot(x='sex',y='age',data=titanic)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 小提琴图\n",
    "小提琴实际上就是两个对称的核密度曲线合并起来，然后中间是一个箱线图（也可以为其他图）组成的。通过小提琴图可以看出数据的分布情况。"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {
    "execution": {
     "iopub.execute_input": "2024-11-29T15:43:25.052919Z",
     "iopub.status.busy": "2024-11-29T15:43:25.051897Z",
     "iopub.status.idle": "2024-11-29T15:43:25.263307Z",
     "shell.execute_reply": "2024-11-29T15:43:25.262304Z",
     "shell.execute_reply.started": "2024-11-29T15:43:25.052919Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<Axes: xlabel='day', ylabel='tip'>"
      ]
     },
     "execution_count": 17,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.violinplot(x=\"day\",y=\"tip\",data=tips,hue=\"sex\",split=True)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "提琴的中间默认绘制的是箱线图，也可以修改为其他类型的。可以通过inner参数修改，这个参数有以下几个选项：\n",
    "1. box：默认的，箱线图。\n",
    "2. quartile：四分位数。上下四分位数加中位数。\n",
    "3. point：散点。\n",
    "4. stick：线条。"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {
    "execution": {
     "iopub.execute_input": "2024-11-29T15:43:57.982160Z",
     "iopub.status.busy": "2024-11-29T15:43:57.982160Z",
     "iopub.status.idle": "2024-11-29T15:43:58.189774Z",
     "shell.execute_reply": "2024-11-29T15:43:58.189774Z",
     "shell.execute_reply.started": "2024-11-29T15:43:57.982160Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<Axes: xlabel='day', ylabel='tip'>"
      ]
     },
     "execution_count": 18,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.violinplot(x=\"day\",y=\"tip\",data=tips,hue=\"sex\",split=True,inner='quartile')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {
    "execution": {
     "iopub.execute_input": "2024-11-29T15:44:13.941686Z",
     "iopub.status.busy": "2024-11-29T15:44:13.940217Z",
     "iopub.status.idle": "2024-11-29T15:44:14.172079Z",
     "shell.execute_reply": "2024-11-29T15:44:14.171078Z",
     "shell.execute_reply.started": "2024-11-29T15:44:13.941686Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<Axes: xlabel='day', ylabel='tip'>"
      ]
     },
     "execution_count": 19,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.violinplot(x=\"day\",y=\"tip\",data=tips,hue=\"sex\",split=True,inner='point')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {
    "execution": {
     "iopub.execute_input": "2024-11-29T15:44:34.107778Z",
     "iopub.status.busy": "2024-11-29T15:44:34.107778Z",
     "iopub.status.idle": "2024-11-29T15:44:34.308963Z",
     "shell.execute_reply": "2024-11-29T15:44:34.307872Z",
     "shell.execute_reply.started": "2024-11-29T15:44:34.107778Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<Axes: xlabel='day', ylabel='tip'>"
      ]
     },
     "execution_count": 21,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.violinplot(x=\"day\",y=\"tip\",data=tips,hue=\"sex\",split=True,inner='stick')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 119,
   "metadata": {
    "execution": {
     "iopub.execute_input": "2024-11-29T17:06:52.548464Z",
     "iopub.status.busy": "2024-11-29T17:06:52.547956Z",
     "iopub.status.idle": "2024-11-29T17:06:52.644020Z",
     "shell.execute_reply": "2024-11-29T17:06:52.644020Z",
     "shell.execute_reply.started": "2024-11-29T17:06:52.548464Z"
    }
   },
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 琴形图: 箱盒图 + 核密度图\n",
    "sns.violinplot(x='class',y='age',data=titanic)\n",
    "# 结论: 通过琴形图可以得知: 头等舱年龄跨度比较大,三等舱中年人分布比较多\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2024-11-29T15:44:51.601164Z",
     "iopub.status.busy": "2024-11-29T15:44:51.601164Z",
     "iopub.status.idle": "2024-11-29T15:44:51.620317Z",
     "shell.execute_reply": "2024-11-29T15:44:51.620317Z",
     "shell.execute_reply.started": "2024-11-29T15:44:51.601164Z"
    }
   },
   "source": [
    "# 分类统计图\n",
    "1. 条形图：barplot，他会自动进行统计（平均数、比例等），也可以通过estimator参数来修改统计函数。\n",
    "2. 柱状图：countplot，只能统计某个变量数据的个数。x和y只能传一个。\n",
    "3. 点线图：pointplot，可以看出某个变量的变化关系。"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 条形图"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "metadata": {
    "execution": {
     "iopub.execute_input": "2024-11-29T15:46:23.065698Z",
     "iopub.status.busy": "2024-11-29T15:46:23.065698Z",
     "iopub.status.idle": "2024-11-29T15:46:23.234245Z",
     "shell.execute_reply": "2024-11-29T15:46:23.234245Z",
     "shell.execute_reply.started": "2024-11-29T15:46:23.065698Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<seaborn.axisgrid.FacetGrid at 0x1f80febdee0>"
      ]
     },
     "execution_count": 26,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 500x500 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 统计星期三到星期天的消费总额的平均数\n",
    "sns.catplot(x=\"day\",y=\"total_bill\",data=tips,kind=\"bar\",hue='day')\n",
    "# 上面黑色的线条代表置信度，越长代表数据越离散"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 33,
   "metadata": {
    "execution": {
     "iopub.execute_input": "2024-11-29T15:51:26.905005Z",
     "iopub.status.busy": "2024-11-29T15:51:26.905005Z",
     "iopub.status.idle": "2024-11-29T15:51:27.076307Z",
     "shell.execute_reply": "2024-11-29T15:51:27.075799Z",
     "shell.execute_reply.started": "2024-11-29T15:51:26.905005Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<seaborn.axisgrid.FacetGrid at 0x1f8125477f0>"
      ]
     },
     "execution_count": 33,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 511.111x500 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 统计男女中抽烟的比例\n",
    "tips['smoker_flag'] = tips['smoker'].apply(lambda x : 1 if(x == 'Yes') else 0 )\n",
    "sns.catplot(data=tips,kind=\"bar\",x=\"sex\",y=\"smoker_flag\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 35,
   "metadata": {
    "execution": {
     "iopub.execute_input": "2024-11-29T15:52:17.517094Z",
     "iopub.status.busy": "2024-11-29T15:52:17.517094Z",
     "iopub.status.idle": "2024-11-29T15:52:17.881418Z",
     "shell.execute_reply": "2024-11-29T15:52:17.881418Z",
     "shell.execute_reply.started": "2024-11-29T15:52:17.517094Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<seaborn.axisgrid.FacetGrid at 0x1f81139db20>"
      ]
     },
     "execution_count": 35,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 511.111x500 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 使用自定义函数\n",
    "# 按日期统计支付金额之和\n",
    "sns.catplot(x=\"day\",y=\"total_bill\",data=tips,kind=\"bar\",estimator=sum)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 88,
   "metadata": {
    "execution": {
     "iopub.execute_input": "2024-11-29T16:30:00.135143Z",
     "iopub.status.busy": "2024-11-29T16:30:00.134143Z",
     "iopub.status.idle": "2024-11-29T16:30:00.234492Z",
     "shell.execute_reply": "2024-11-29T16:30:00.234492Z",
     "shell.execute_reply.started": "2024-11-29T16:30:00.135143Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<Axes: xlabel='sex', ylabel='smoker_flag'>"
      ]
     },
     "execution_count": 88,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 自定义统计函数，统计出每个性别下抽烟的人数\n",
    "sns.barplot(x=\"sex\",y=\"smoker_flag\",data=tips,estimator=lambda values:sum(values))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 89,
   "metadata": {
    "execution": {
     "iopub.execute_input": "2024-11-29T16:30:15.960632Z",
     "iopub.status.busy": "2024-11-29T16:30:15.959340Z",
     "iopub.status.idle": "2024-11-29T16:30:17.878121Z",
     "shell.execute_reply": "2024-11-29T16:30:17.878121Z",
     "shell.execute_reply.started": "2024-11-29T16:30:15.960632Z"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "<class 'pandas.core.frame.DataFrame'>\n",
      "RangeIndex: 144 entries, 0 to 143\n",
      "Data columns (total 3 columns):\n",
      " #   Column      Non-Null Count  Dtype   \n",
      "---  ------      --------------  -----   \n",
      " 0   year        144 non-null    int64   \n",
      " 1   month       144 non-null    category\n",
      " 2   passengers  144 non-null    int64   \n",
      "dtypes: category(1), int64(2)\n",
      "memory usage: 2.9 KB\n",
      "None\n",
      "   year month  passengers\n",
      "0  1949   Jan         112\n",
      "1  1949   Feb         118\n",
      "2  1949   Mar         132\n"
     ]
    }
   ],
   "source": [
    "df = sns.load_dataset(\"flights\")\n",
    "print(df.info())\n",
    "print(df.head(n=3))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 90,
   "metadata": {
    "execution": {
     "iopub.execute_input": "2024-11-29T16:30:34.463405Z",
     "iopub.status.busy": "2024-11-29T16:30:34.463405Z",
     "iopub.status.idle": "2024-11-29T16:30:34.488886Z",
     "shell.execute_reply": "2024-11-29T16:30:34.488886Z",
     "shell.execute_reply.started": "2024-11-29T16:30:34.463405Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th>year</th>\n",
       "      <th>1949</th>\n",
       "      <th>1950</th>\n",
       "      <th>1951</th>\n",
       "      <th>1952</th>\n",
       "      <th>1953</th>\n",
       "      <th>1954</th>\n",
       "      <th>1955</th>\n",
       "      <th>1956</th>\n",
       "      <th>1957</th>\n",
       "      <th>1958</th>\n",
       "      <th>1959</th>\n",
       "      <th>1960</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>month</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>Jan</th>\n",
       "      <td>112</td>\n",
       "      <td>115</td>\n",
       "      <td>145</td>\n",
       "      <td>171</td>\n",
       "      <td>196</td>\n",
       "      <td>204</td>\n",
       "      <td>242</td>\n",
       "      <td>284</td>\n",
       "      <td>315</td>\n",
       "      <td>340</td>\n",
       "      <td>360</td>\n",
       "      <td>417</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Feb</th>\n",
       "      <td>118</td>\n",
       "      <td>126</td>\n",
       "      <td>150</td>\n",
       "      <td>180</td>\n",
       "      <td>196</td>\n",
       "      <td>188</td>\n",
       "      <td>233</td>\n",
       "      <td>277</td>\n",
       "      <td>301</td>\n",
       "      <td>318</td>\n",
       "      <td>342</td>\n",
       "      <td>391</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Mar</th>\n",
       "      <td>132</td>\n",
       "      <td>141</td>\n",
       "      <td>178</td>\n",
       "      <td>193</td>\n",
       "      <td>236</td>\n",
       "      <td>235</td>\n",
       "      <td>267</td>\n",
       "      <td>317</td>\n",
       "      <td>356</td>\n",
       "      <td>362</td>\n",
       "      <td>406</td>\n",
       "      <td>419</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Apr</th>\n",
       "      <td>129</td>\n",
       "      <td>135</td>\n",
       "      <td>163</td>\n",
       "      <td>181</td>\n",
       "      <td>235</td>\n",
       "      <td>227</td>\n",
       "      <td>269</td>\n",
       "      <td>313</td>\n",
       "      <td>348</td>\n",
       "      <td>348</td>\n",
       "      <td>396</td>\n",
       "      <td>461</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>May</th>\n",
       "      <td>121</td>\n",
       "      <td>125</td>\n",
       "      <td>172</td>\n",
       "      <td>183</td>\n",
       "      <td>229</td>\n",
       "      <td>234</td>\n",
       "      <td>270</td>\n",
       "      <td>318</td>\n",
       "      <td>355</td>\n",
       "      <td>363</td>\n",
       "      <td>420</td>\n",
       "      <td>472</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Jun</th>\n",
       "      <td>135</td>\n",
       "      <td>149</td>\n",
       "      <td>178</td>\n",
       "      <td>218</td>\n",
       "      <td>243</td>\n",
       "      <td>264</td>\n",
       "      <td>315</td>\n",
       "      <td>374</td>\n",
       "      <td>422</td>\n",
       "      <td>435</td>\n",
       "      <td>472</td>\n",
       "      <td>535</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Jul</th>\n",
       "      <td>148</td>\n",
       "      <td>170</td>\n",
       "      <td>199</td>\n",
       "      <td>230</td>\n",
       "      <td>264</td>\n",
       "      <td>302</td>\n",
       "      <td>364</td>\n",
       "      <td>413</td>\n",
       "      <td>465</td>\n",
       "      <td>491</td>\n",
       "      <td>548</td>\n",
       "      <td>622</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Aug</th>\n",
       "      <td>148</td>\n",
       "      <td>170</td>\n",
       "      <td>199</td>\n",
       "      <td>242</td>\n",
       "      <td>272</td>\n",
       "      <td>293</td>\n",
       "      <td>347</td>\n",
       "      <td>405</td>\n",
       "      <td>467</td>\n",
       "      <td>505</td>\n",
       "      <td>559</td>\n",
       "      <td>606</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Sep</th>\n",
       "      <td>136</td>\n",
       "      <td>158</td>\n",
       "      <td>184</td>\n",
       "      <td>209</td>\n",
       "      <td>237</td>\n",
       "      <td>259</td>\n",
       "      <td>312</td>\n",
       "      <td>355</td>\n",
       "      <td>404</td>\n",
       "      <td>404</td>\n",
       "      <td>463</td>\n",
       "      <td>508</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Oct</th>\n",
       "      <td>119</td>\n",
       "      <td>133</td>\n",
       "      <td>162</td>\n",
       "      <td>191</td>\n",
       "      <td>211</td>\n",
       "      <td>229</td>\n",
       "      <td>274</td>\n",
       "      <td>306</td>\n",
       "      <td>347</td>\n",
       "      <td>359</td>\n",
       "      <td>407</td>\n",
       "      <td>461</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Nov</th>\n",
       "      <td>104</td>\n",
       "      <td>114</td>\n",
       "      <td>146</td>\n",
       "      <td>172</td>\n",
       "      <td>180</td>\n",
       "      <td>203</td>\n",
       "      <td>237</td>\n",
       "      <td>271</td>\n",
       "      <td>305</td>\n",
       "      <td>310</td>\n",
       "      <td>362</td>\n",
       "      <td>390</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Dec</th>\n",
       "      <td>118</td>\n",
       "      <td>140</td>\n",
       "      <td>166</td>\n",
       "      <td>194</td>\n",
       "      <td>201</td>\n",
       "      <td>229</td>\n",
       "      <td>278</td>\n",
       "      <td>306</td>\n",
       "      <td>336</td>\n",
       "      <td>337</td>\n",
       "      <td>405</td>\n",
       "      <td>432</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "year   1949  1950  1951  1952  1953  1954  1955  1956  1957  1958  1959  1960\n",
       "month                                                                        \n",
       "Jan     112   115   145   171   196   204   242   284   315   340   360   417\n",
       "Feb     118   126   150   180   196   188   233   277   301   318   342   391\n",
       "Mar     132   141   178   193   236   235   267   317   356   362   406   419\n",
       "Apr     129   135   163   181   235   227   269   313   348   348   396   461\n",
       "May     121   125   172   183   229   234   270   318   355   363   420   472\n",
       "Jun     135   149   178   218   243   264   315   374   422   435   472   535\n",
       "Jul     148   170   199   230   264   302   364   413   465   491   548   622\n",
       "Aug     148   170   199   242   272   293   347   405   467   505   559   606\n",
       "Sep     136   158   184   209   237   259   312   355   404   404   463   508\n",
       "Oct     119   133   162   191   211   229   274   306   347   359   407   461\n",
       "Nov     104   114   146   172   180   203   237   271   305   310   362   390\n",
       "Dec     118   140   166   194   201   229   278   306   336   337   405   432"
      ]
     },
     "execution_count": 90,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# 采用透视表对数据结构进行重新组装\n",
    "df = df.pivot(index='month',columns='year',values='passengers')\n",
    "df"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 96,
   "metadata": {
    "execution": {
     "iopub.execute_input": "2024-11-29T16:34:38.769945Z",
     "iopub.status.busy": "2024-11-29T16:34:38.769945Z",
     "iopub.status.idle": "2024-11-29T16:34:38.873309Z",
     "shell.execute_reply": "2024-11-29T16:34:38.873309Z",
     "shell.execute_reply.started": "2024-11-29T16:34:38.769945Z"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "year\n",
      "1949    1520\n",
      "1950    1676\n",
      "1951    2042\n",
      "1952    2364\n",
      "1953    2700\n",
      "1954    2867\n",
      "1955    3408\n",
      "1956    3939\n",
      "1957    4421\n",
      "1958    4572\n",
      "1959    5140\n",
      "1960    5714\n",
      "dtype: int64 <class 'pandas.core.series.Series'>\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 可以通过柱状图显示每年的乘客数量\n",
    "s = df.sum()\n",
    "print(s,type(s))\n",
    "sns.barplot(x=s.index,y=s.values)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 柱状图\n",
    "柱状图是专门用来统计某个单一变量出现数量的图形。  \n",
    "如果想绘制横向的柱状图，就设定y的值，不设定x"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 38,
   "metadata": {
    "execution": {
     "iopub.execute_input": "2024-11-29T15:53:43.853903Z",
     "iopub.status.busy": "2024-11-29T15:53:43.852874Z",
     "iopub.status.idle": "2024-11-29T15:53:44.000025Z",
     "shell.execute_reply": "2024-11-29T15:53:44.000025Z",
     "shell.execute_reply.started": "2024-11-29T15:53:43.853903Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<seaborn.axisgrid.FacetGrid at 0x1f80fd93a30>"
      ]
     },
     "execution_count": 38,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
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",
      "text/plain": [
       "<Figure size 511.111x500 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.catplot(x=\"sex\",data=tips,kind=\"count\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 39,
   "metadata": {
    "execution": {
     "iopub.execute_input": "2024-11-29T15:54:16.576151Z",
     "iopub.status.busy": "2024-11-29T15:54:16.574644Z",
     "iopub.status.idle": "2024-11-29T15:54:16.783447Z",
     "shell.execute_reply": "2024-11-29T15:54:16.783447Z",
     "shell.execute_reply.started": "2024-11-29T15:54:16.576151Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<seaborn.axisgrid.FacetGrid at 0x1f81382bfd0>"
      ]
     },
     "execution_count": 39,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 600.25x500 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 也可以通过使用hue参数来指定分组\n",
    "sns.catplot(x=\"day\",kind=\"count\",data=tips,hue=\"sex\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 点线图\n",
    "点线图可以非常方便的看到变量之间的趋势变化。"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 40,
   "metadata": {
    "execution": {
     "iopub.execute_input": "2024-11-29T15:54:52.687278Z",
     "iopub.status.busy": "2024-11-29T15:54:52.687278Z",
     "iopub.status.idle": "2024-11-29T15:54:52.980933Z",
     "shell.execute_reply": "2024-11-29T15:54:52.979811Z",
     "shell.execute_reply.started": "2024-11-29T15:54:52.687278Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<seaborn.axisgrid.FacetGrid at 0x1f8137b2b50>"
      ]
     },
     "execution_count": 40,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 581.75x500 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.catplot(x=\"sex\",y=\"smoker_flag\",data=tips,kind=\"point\",hue=\"day\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# 密度图"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 66,
   "metadata": {
    "execution": {
     "iopub.execute_input": "2024-11-29T16:17:23.539198Z",
     "iopub.status.busy": "2024-11-29T16:17:23.539198Z",
     "iopub.status.idle": "2024-11-29T16:17:23.777218Z",
     "shell.execute_reply": "2024-11-29T16:17:23.775710Z",
     "shell.execute_reply.started": "2024-11-29T16:17:23.539198Z"
    }
   },
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 正态分布\n",
    "# Series天生与可视化无缝集成\n",
    "s1= pd.Series(data=np.random.normal(loc=5,scale=1,size=100))\n",
    "# sns.kdeplot(s1,color='#ff0000')\n",
    "# sns.kdeplot(s1,color='#ff0000',shade=True, vertical=True)\n",
    "s2= pd.Series(data=np.random.normal(loc=5,scale=4,size=100))\n",
    "# cmap: 颜色方案\n",
    "sns.kdeplot(x=s1,y=s2,cmap='BrBG',fill=True)\n",
    "# 0,7,1版本支持: sns.plt.show()fill\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 87,
   "metadata": {
    "execution": {
     "iopub.execute_input": "2024-11-29T16:26:31.513982Z",
     "iopub.status.busy": "2024-11-29T16:26:31.513982Z",
     "iopub.status.idle": "2024-11-29T16:26:31.619975Z",
     "shell.execute_reply": "2024-11-29T16:26:31.618974Z",
     "shell.execute_reply.started": "2024-11-29T16:26:31.513982Z"
    }
   },
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 封装了直方图和核密度估计图: rug: 控制是否画样本点\n",
    "sns.histplot(data=s1,kde=True,label='AAA')\n",
    "sns.histplot(data=s2,kde=True,label='BBB')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# 热力图"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 99,
   "metadata": {
    "execution": {
     "iopub.execute_input": "2024-11-29T16:37:37.953542Z",
     "iopub.status.busy": "2024-11-29T16:37:37.952105Z",
     "iopub.status.idle": "2024-11-29T16:37:38.350653Z",
     "shell.execute_reply": "2024-11-29T16:37:38.349250Z",
     "shell.execute_reply.started": "2024-11-29T16:37:37.953542Z"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "<class 'pandas.core.frame.DataFrame'>\n",
      "RangeIndex: 144 entries, 0 to 143\n",
      "Data columns (total 3 columns):\n",
      " #   Column      Non-Null Count  Dtype   \n",
      "---  ------      --------------  -----   \n",
      " 0   year        144 non-null    int64   \n",
      " 1   month       144 non-null    category\n",
      " 2   passengers  144 non-null    int64   \n",
      "dtypes: category(1), int64(2)\n",
      "memory usage: 2.9 KB\n",
      "None\n",
      "   year month  passengers\n",
      "0  1949   Jan         112\n",
      "1  1949   Feb         118\n",
      "2  1949   Mar         132\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "df = sns.load_dataset(\"flights\")\n",
    "print(df.info())\n",
    "print(df.head(n=3))\n",
    "# 采用透视表对数据结构进行重新组装\n",
    "df = df.pivot(index='month',columns='year',values='passengers')\n",
    "# 可以直观的了解数据的分布情况和差异，也能方便的发现异常数据\n",
    "# annot=True，则数据value会显示在单元格里\n",
    "# fmt='d'，则数据value数据类型变成整型\n",
    "sns.heatmap(df,annot=True,fmt='d',cmap='YlGnBu')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2024-11-29T16:37:47.607102Z",
     "iopub.status.busy": "2024-11-29T16:37:47.606038Z",
     "iopub.status.idle": "2024-11-29T16:37:47.616121Z",
     "shell.execute_reply": "2024-11-29T16:37:47.616121Z",
     "shell.execute_reply.started": "2024-11-29T16:37:47.607102Z"
    }
   },
   "source": [
    "# 折线图"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 107,
   "metadata": {
    "execution": {
     "iopub.execute_input": "2024-11-29T16:43:36.099599Z",
     "iopub.status.busy": "2024-11-29T16:43:36.099599Z",
     "iopub.status.idle": "2024-11-29T16:43:36.223185Z",
     "shell.execute_reply": "2024-11-29T16:43:36.222184Z",
     "shell.execute_reply.started": "2024-11-29T16:43:36.099599Z"
    }
   },
   "outputs": [
    {
     "data": {
      "image/png": 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Konpx5s7GkzpS6zgRxz7et0bHsvMV8Lg0TiNE8IWkSHE4HPzsZz+jtLT0mI/p7u7mpptuYsaMGbz++utMnTqVm2++me7u7lBECiv7uG8CYN6zFNx2bcMIMVipKuaetV3+aVTRm3PYArxxGehsDYERJyGiSdCLlLKyMr75zW9SUVFx3MctW7YMs9nML37xC0aOHMldd91FQkIC77//frAjhZ2rYB6exDx0jjbM+z7UOo4Qg5KhYSuGljJUvRnnyPO1jhOZ9EbsYy8HkMX6IioFvUhZt24ds2fP5qWXjt8rpKSkhOnTp6MoCgCKojBt2jQ2b94c7Ejhp9Nj7zl0UHqmCDEw5j1vAOAYcS6qyapxmsjlGHMp4Ds7THF2aJxGiOAyBPsJr7qqb4vbGhoaGDVqVK+vpaenH3eK6Gg6lA5UgruLpkPp6PXPgbAVnU/ChocxVnxGd1cZnsSsYMULK7vLy9aDndS1OfF4waOqeFUVVYXh6RbG5yWQYB5Yi/JgXGdxYoPyOns9pPYcoNc69jy6lXZt8/SBZtc5cwgJqYWYWsrxlr9BZ9El4X39IHG4vOyp66bd7qHD7qbT4aHT7sFi1DMyy8KozDhSE4yD8/08SIXqWiuKQgZ9++AR9CKlr2w2GyZT7+2EJpMJp9PZr+cpTh9HB6F5s05JLxr4N2fAFwXxnFJl4K+1c/j7nP79f2lGBVPlWOJKp2IpK8ZcMQ7FYzz2wxUPztx9OIbvwD5qM7ZxG0Dn7ddLntR1Fn02mK7z2Xv1LO9OoCnOy9Cp1+LS7E7Vf1pc57ummLj3Ewub9/2C8067NeyvP1C67gTids8kbvtc4vZMQ+eMO+7j3dYmXHn7SJi0gCnFk8Eoi4XDIdjvaStW2unbBw/N/uqbzeYjChKn04nFYunX85Q07UINcj+SDqWDKelFbG7aiVUd+DBz0ojnoOqPPPDVLH48KrJ3+qiqyrp9Hfz7ixp21/Vus51lNTIyKw6DTkGvU9Ap4PHCnrpuatqcmKtHYa4eRdKXFzEkzczVs7M5uygVvU457msG6zqL4xuM1zlz/Z3AUoyF32JX6++1jtMnWl5nQ0EFsJBz9pnYf+ALPAmZYX39/tpbb+OpVTWs39+O57DPNOkJBrKTTCSa9SRY9CSa9XTaPZQ12KhqdmDoSMewO5243TMYuexnXDQ5k4umZJCeeOwPUmLgQvWeVhQF0vv2WM2KlOzsbBobG3t9rbGxkays/k2LWFVryHqmWVUrVjVp4E8wagnqqj9hqdtCcmsL3uRhwQsXJKqqsq6ilce/OMDWGl9lazHoOGVEGrOGpTBzaCpDUiyBtUNfV9/hYPPBNr6qauPD3Q1UNjv403sV/OfLeq6fNYRFE7Ix6o+/9Omkr7Pok0Fznd02EvYuB8A75orBkfkwmlznpIm4sqdhrNtEeukn2IpvDO/r91Fjp4N/frGft7fVBSbpR2bEc8aoDM4alc7YrMRj3mtsLg9lDV18WVXHY1tKaGvL4tk1dbywrp7zi7K47fQRpMZLs79QCPZ7+vgfX3vTrEgpLi7m//7v/1BVFUVRUFWVTZs28f3vf1+rSEGnxmfiyj8VU9XnWErfonvGbVpH6qW+w8Hd7+9mXUUrAGaDjiVT8rh2ZkGf/7JnWc2cOy6Lc8dlcevpI3h1cw3Pb6iius3OHz8q5cVNB/njoiJGZiSE8P9ERBPT/o/RuTrxWAtw5c7UOs6gYR9zCca6TZj3LI24IsXu8vDchir+s74Sm8s3dLJgTCY3nzKM4enxfXqOOKOeSXlJDM+H3yy8kafWbGHpxma2VLfz9vY6vtjXzJ3njOaMURmh/F8RYRbWjrMNDQ3Y7b6+IQsXLqS9vZ377ruPsrIy7rvvPmw2G+efH11bDR2jLwbA3LMIMFKs3t/M1c9uYl1FK0a9whVT81j63Zn8+IzCAX8aSTAZuG7WEN763ix+dtZIUuOMlDd1c93zX/F6SXXQp+VEdLLs9m2ldYy+BBRpit1XjlEXoip6jPWbI6pNflWrjRte2MzjXx7A5vIyKdfKU1dO4f4Li/pcoBxB7+XMsSk8deUUnrpyCiMz4mnudvHzN3fw+/d20WF3B/d/QmgmrHeAefPmsWzZMgASExN5/PHH2bhxI5dddhklJSU88cQTxMcP8E0boRwjz0fVmTA070bftEvrOLi9Kv9ctY8fv7aNVpuLMZkJvHjdDH4+fxQZieagvIbFqOfKafm8cN105gxPxeH2cv/yMn719k7a7bLQTRybYm/BVPEJAPaerbWib9T4TFxD5gFgLn1T4zQ+a/e3cN3zX1Ha0EVavJH7vjGOp66cwuS84E0dTM5L4j9XT+PamUPQKfDujnq+9cwGNla2Bu01hHZCOt2ze/fu4/735MmTeeONN0IZQXOqORnnsLMw7/sAc+mbdKeP0yxLY5eTu97ZyaaqNgAuL87lp2eOxGwITa2anmDi4csm8t+NB3n0832sKG1kR20H/3vZRJn+EUdlLnsXxevCnT4eT/pYreMMOvbRl2KqWIl5z1K6Z/wEjrG+I9RUVeW5DVU88vk+vCpMzLXywIXjybIG54PQ15kMOm47fQSnj0zj7vd3U9lq57bXtnLPBeM4e0xkLyIWxydjqWHgn/KxlL6l2cnI9R0Obn6phE1VbcQb9dx7wTh+tWB0yAoUP52icM2MAp66cgoFKRZqe3LsrusM6euKwcnfwE1GUQbGWbjQd8Bp614MDVu1yeD28ptlu/j7Z74C5aKJ2Tz+zeKQFSiHK85P5r/XTmf+6AxcHpU73t7J61tqQv66InSkSAkDx/BzUA3x6NsPYKj7KuyvX9tu5+aXS6hosZGbZOaZa6ZyXlF4m8uNz7HyzNVTGZ9jpc3u5pZXtrCzpiusGURk03VUY6pZi4qCY8zFWscZlFRTIo4R5wI9Z4eFmdvj5c53dvLBrgb0OoVfnD2KX587BlOIPwwdzmLU88dFRVw6OQcVuP+jUp5eUyFr4gYpKVLCwRh36MZR9lZYX7q23c73X95CVaudvGQLj19RzPA0bdb9JFmMPLp4ElPyk+hwuPn5y3sx75ugSRYReczlvvVqrtxZeBPzNE4zeDlGXwKAuexNUPvXWPFkuL0qv1m2m5V7mzDpFf730gksmZJ3zC3FoaTXKdyxYDQ3zB4CwD+/2M9Dn+zFK4XKoCNFSpg4xlwCgLn0bfB6wvKa1W12bn6phINtdgpSLDz+zcnkJvWvWV6wJZoN/P3yScwYmoLN5SXr6bvZeEDaWwsw730XAMeob2icZHBzDjsTrykJfVcdhtqNYXlNr6pyzwe7Wb6nAYNO4c8XTWDO8LSwvPaxKIrCLfNG8LOzRgLw0lfV/HPVfk0zif6TIiVMnENOx2tORt9dh7F6Tchfr7HTwfdfLqG63cHQ1Dge+2YxORoXKH5xRj1/u2QCs0ZY0bks/GbpPnbXyxqVWKbrrMFYsx4AZ2F0tSEIO70Z5/AFwKHCL5RUVeX+j0pZtqMevQJ/XFTEqYXaFiiHu3JaPr8+dzQA/15Xyesl1RonEv0hRUq46E04Rl4AgLk0tFM+DreX/3lrBzWBAmUy2WFYtNYfFqOeP1w8Atuor7C7vNy+dDuNXYPkfCMRdKby9wFw5czAm5ircZrBzzHSNxpl3rss5Iv1H165j6Vba9Ep8IcLxnHW6MhrpnbxpFxumuvr+P3Ax2V8Ud6scSLRV1KkhJFj1IUAmPd9ELIpH1VVue/DPWyr6SDJYuB/L51IZpD6nwSbyaCj4eo/MSTNTF2Hg58v3Y7dFZ6pMBFZzHvfAQ79cBUnxzn0dLzGBPSd1RjqN4fsdZbtqOP5jVUA/Oa8MZw7LnJPe79x7lAWTcjGq8Id7+xgV51MMw8GUqSEkStvLl5zMjpbI8ba9SF5jWfXV/HeTt+w658uLGJI6vFPFdWaGtfFHy8tJNliYHttB3/4YI+swo8xSlc9xup1AIHRRnGSDHE4h50NhG7KZ1ddB3/8qBSA784ZyqIJOSF5nWBRFIU7zxnNrJ71cD95Yzs17XatY4kTkCIlnPRGnD27fEx73wv603++t4lHPt8HwM/OGsXMoalBf41QyE8188BF49HrFD7a3cD/rT6gdSQRRuZ976Og4sqeitear3WcqBGYXg7BlE9rt4v/eXMHDreXU0ekcdMpkXd46tEY9ToeuGg8ozISaOpycruM3kY8KVLCzNGzKNBc/l5Qbxx7G7v4zbJdqMBlk3NZMmVwzetPH5LCHQtGAfB/qytYUdp4gu8Q0cJc1rOrR6Z6gso5bD6qwYK+vQJD4/agPa/bq3Lnuzup7XAwJMXCPReMQ6dRZ9uBSDQb+NulE0iLN1La0MXDKyPnnCNxJClSwsw55HRfY7fOagz1JUF5TrvLw6/e3kGX08O0gmT+Z/5ITXoTnKyLJ+Vy1XTfJ+n7PtxDXYdD40Qi1BRbE8bq1YBM9QSdMR7n0LMAMAVxyufRz/exvqKVOKOOP188AaslpKerhEROkoXfn+87duHVkhr5UBTBpEgJN4MFx/CeueKe5lUn6/99to/9zTYyEkz86cIiDPrB+8d662kjKMpOpN3u5vfv7ZLmS1HOXP4eiurFlTkZb9JQreNEncAun7J3gjJyu7Kskec2+BbK/m7hWEYN4jO45g5P49qZBQDc+8EeWZ8SoQbvT7NBzFno+8RoCsJc8Zf7mnl5s2/f/28XjiE13nTS+bRk1Ou454JxWAw6NlS28dz6Kq0jiRAy7/UV6jKKEhrO4Wf7zvJp24e++eROYW/pdgYWyl49vSAqDu675dThTMy10uFwc9c7u3B7wtehV/SNFCkacA47q+fGsf+kbhyt3S7+8MEeAK6YmsdcjTs8BsuwtHh+Pt/XJfKfX+xnp2wVjEqKvQVj1ReArEcJFdVkxTnkdOBQQTig51FV7l9eRnO3i5EZ8fxg3vAgJdSWQa/j3m+MI8GkZ2tNO0/Iov2II0WKBlRTIs4hZwBgHuAuH1VVue+jPTR1ORmRHs+tp40IZkTNXTQxh7NGZ/jOA3l3FzZZgR91zOUfoKgeXBkT8KZE1/s3kvRq7DZA7++q55PSRvQ6hbsXjgvrgYGhlp8cx6/PHQPAv9dWsrGyVdtAopfoeacNMo6R/l0+A7txvL29jk/LmjDoFO45fxwWoz6Y8TTn72mQlWjiQIuNv326V+tIIshMPe99p0z1hJRz+AJUnRFD8270LWX9/v76DgcPfuz7+/e9uUMZm50Y7IiaWzA2k4sn+U5Nvu/DPbItOYJIkaIR343DgKFpF/rW/m2Bq26z89AK303jllOHR+VNAyAlzsjvzx+LAryxpZYNFa1aRxLB4uzC5J/qGbFQ4zDRTbWk4Co4Fej/aIqqqtzz4R46HG7G51i5blb0Lm7+yRmFZCWaqGy18+SaCq3jiB5SpGhEtaTiyj8FAFN536d8VFXlwRVldLs8TM1P4uoZBaGKGBFmDk3l8mJfz5f7l5fidMvCtmhgqvwUxePAkzQMT9oYreNEPX9/JtO+D/r1fW9sqWHN/hbMBh13LxyLQTf4Whv0VaLZwC/O9vVqem59pRx6GiGkSNGQo9DfEbLvRcqnZU2sKm/GoFO485wx6KP4puH3w9NGkJ5goqLFxjPrKrWOI4LAvO9DABwjzoNB2NNnsPGfimysL0HXVdun72nodPD3z3wdrH8wbzjD0+NDli9SnDEqg7PHZOBRfdM+bq+0QNCaFCkacow4FxUFY/1mdB0nPj68y+nmLyt8c8rXzhoSEzcN8H3Cuf0s326ff62rYH9zt8aJxEnxujHt/xgAZ+G5GoeJDd6EbFzZUwEw7Vvep+95eGU5XU4PE3OtfGta7BxX8PP5o7CaDeys6+TFTQe1jhPzpEjRkJqQhTt3BgCmAye+cTzx5QHqO53kJ1v4zqwhoY4XURaMyeCUEam4PCp/Wl4qhxAOYsaadegcrXgtqbhyZmgdJ2Y4RpwH9G3KZ2NlKx/sakABfnn2qEHV9v5kZSSY+PEZvt1mj32xn6pWm8aJYpsUKRpz9AzD+oe/j2V3fScv9VT1vzh7VNTt5jkRRVH4xdmjMBt0bKxs490ddVpHEgNk6nmvO4cvAN3ga6k+WDmHnwPgW7Ds7Drm49weLw987Buxvbw4l3HZ1rDkiyQXTcxhxpBkHG6vfCjSmBQpGnMO9w13G6u+RHEefaGWV/WNHnhU/4hCdDRt66/85Di+N9d32ur/flpOa7dL40Si31T1sPUoMtUTTp60MXiShqF4nZgqPz3m417YdJB9Td2kxBm5JUqatvWXoijccc4YTHqFtQda+Wxvk9aRYpYUKRrzpI7CnTwcxevEWPnZUR+zdEsN22o6SDDp+emZI8OcMLJcPT2fkRnxtNnd/OOLfVrHEf2kb96Fvr0CVW8ONDQUYaIogcLQvO+joz6krsPB//V0Xb3t9BEkWYxhixdphqbGcdV03+7J/11ZLjsLNSJFitYUJTAMa95/5I2jw+7mH6v2A/D9U4eTZTWHM13EMeh1/Ors0QC8ubWWssZjD1uLyOMfRXEOOQ2MsbHwO5I4e4oU0/7l4HUf8fsPryzH5vIyKTeJRROywx0v4lw/ewhp8UaqWu2BM9JEeEmREgGcI3rmivd/DN7enQ7/tbaCNrubEenxLJ6Sp0W8iDOlIJn5ozPwqr6bqhg8AutRZKpHE67cmXjNKegcrRhrN/T6vfUVLXy0uwGdEnuLZY8lwWTgh/N8i2ifXH2A5m6nxolijxQpEcCVMxOvORmdvRlD3abA16vb7Lz4lW+x7I9PL4zqRkr9ddvpIzDoFNbsb2H1/mat44g+0HXWYKwvQUXB0TN6KMJMZ8A5/GwATOWHFut7VZWHV/qmTy+bnBu1XawHYtHEbMZmJdLl9PD4F3IAYbhJkRIJ9Eacw+YDvXf5/GPVPlwelZlDUzhlRKpW6SJSQUoc35zqG1n630/LpenSIGDqmc5050xDjc/UOE3sOrQu5QPo2bXy4a4Gdtd3kmDSc9Mpw7SMF3F0isLPzioEYOnWGkobpBNtOEmREiEC2wN7buTba9oDfQp+fEYhigy9HuG7c4aSbDFQ3tTNW9v61kVTaMfc059DdvVoyzXkDFSdCX37AfQtvqMm/rnKN4py7cwhpMabNE4YeaYVpHD2GN8U818/LZctyWEkRUqEcA4903fgYEsZupbywFqLCyb4hhrFkZIsRr7bsyX58S/20+U8ciGgiAyKsxNj1ZcAOHuaigltqKZEnD0HDpr2fcirJdVUtzvISDBx5fTY6SzbX7edPgKTXmFDhWxJDicpUiKEak7ClTcXgMoNb/LVwXbMBh23nDpc22ARbnFxLkNSLDR3u/iPnOsTsYyVK1G8LtzJI/CkjtI6TszzF4qGvR/wdM+JvzefMoy4GGsS2R/5yXFc2bMl+R+r9uORKeawkCIlgvgPAVPL3gd8PUGyY3zL8YkY9Tp+dLpvvvj5jQep73BonEgcjWn/CuDQe1xoyznC9+dgatiM0d7EiLR4Fk3M0ThV5Lt2ZgGJZj3lTd18uLte6zgxQYqUCOLo2Yo8ybOT4XF2ro2x83kG6oxR6UzJT8Lh9vKvtRVaxxFfp3oxH+gpUoadrXEYAeBNyMGWNgEdKmfqN/PD00bI7sE+SLIYuXam7778+BcHcHukwVuoSZESQWzxBZQyFIPi5c6RlSSY5FyTvlAUhe/3TIst3VpLTbtd20CiF0P9FnS2BrzGRFx5s7SOI3p8qvpORb4sYRunj4zNozYG4oqp+aTFGznYZuet7XKGWKhJkRJBlm6p4X33NADmeddrnGZwmT4khRlDU3B7VZ5aI6MpkcR04GMAXENPB73sHIkE+5u7eaJuDACzvCUoR+k+K44u3qTn+tlDAXhq9QEc0i4/pKRIiRB2l4d/ratkhcf36cZS9dlR21aLY/t+T3+Hd7bVUtkix6tHClPPVI9DpnoixtNrKtjsLaRdl4zB3YmxVj4U9cdlk3PJSjRR3+nktRJplx9KUqREiNe31NDU5aQ+sQiPJRWdsx1j7UatYw0qxfnJnDIiFY8KT66RzpCRQOmqx1hfAoBz6FkapxHgG0X5YFc9KjpsQ84Eeo7kEH1mNugCJ7L/e20l3U7PCb5DDJQUKRHA5vLwTM/22e/MHYFr6JnAoU+gou9uPmU4AO/vrGd/U7e2YQSmik8AcGUVoyZkaZxGgG8UxavC6SPTiRvr24os95r+WzQhmyEpFlpsLl7cdFDrOFFLipQI8MpX1TR3u8hPtvCN8dmBFvly4+i/8TlWzhiZjleFJ1bLaIrWzD3rUfzvaaEt/ygKwPfmDsU59AxURY+hpRRdu6zl6g+DXhf4UPTshko67DI9HwpSpGisy+nmP+t9oyg3zh2KQa/zdZ9FwdC0E12HzHf2182n+oZhP9rdIOdsaMnjxFjxGSBbjyPFU4eNoozLtqKak3HlzgDkQ9FAnDMuk8L0eDodHl7ZLPfqUJAiRWMvf1VNm93N0NQ4FhZlA6BaUnHn+Hb5mCrkxtFfozMTWTAmA4D/Wy2fDrVirFmPztWJNy4Td9ZkrePEvP1N3Xx42CiKn7+AlHUp/adTFG7o2enz341VsjYlBKRI0VCX081zG6oA+N7cYb2aKQVuHAc+0STbYHdjz6K2T0sb2SdrUzTh/6HnHHYWKHKr0dpTa3uPovgFppcPfgku2RXXXwvGZjIkxUKb3c3rW2q0jhN15M6hoTe21NLeM4pyztjeR9cHbhyVn4NHWr3318iMBM4clY4KPLNORlO04O+P4pD1KJo71igKgCdtLJ7EfBSPA9PBL7SIN6jpdQrXz/Jd0+c2VGF3yWhKMEmRohGn28vzPaMo180cgv5rLandGRPwxGejuLsxVq/TIuKg52+49P7OeqrbpAttOOna9mNo3YuqM+AacrrWcWLev9cdfRQFAEXBOVymfE7G+eOzyLGaaepy8tY26UIbTEEvUhwOB3feeSczZsxg3rx5PP3008d87C233MLYsWN7/frkk9iY3nhnRx2NXU6yEk2cP/4oWzMVBeewMwFZ0DZQE3KszB6WgkeFZ9fLCcnhZO75YefKnYVqTtI4TWyrabfz/q4GAG6YM/Sojzk0vbwCVDndt7+Mel3grLVn11fikjN9giboRcqf//xntm3bxjPPPMPvfvc7HnnkEd5///2jPnbv3r08+OCDrFq1KvDr1FNPDXakiOP2qoEfmlfPKMCoP/ofg2xFPnnf6RlNeWtbLY1dTo3TxA7/e1ZOPdbe8xuq8HhVZg5NYUKO9aiPceafgqo3o+88iL55d5gTRoeLJuaQnmCitsPBezvkhORgCWqR0t3dzSuvvMJdd93FhAkTOOecc7jxxht5/vnnj3is0+mkqqqKSZMmkZmZGfhlMkX/2R4f726gqtVOssXApZNzj/k4V8FpqDoDhta96Nr2hy9gFJlWkMyk3CScHpUXNlZpHSc2uGwYq9cA0mVWa63dLpZurQXguuOdqm6Mw5l/CnBoLZHoH7NBxzUzCgDf9JrbKyNSwRDUImXXrl243W6mTp0a+Nr06dMpKSnB6+09/FVeXo6iKAwZcpy/OFFIVVWe6RlF+da0fOKM+mM/1pyEK3cmIKMpA6UoCt+Z7XuPvbq5hna7S+NE0c908EsUjwOPtQBP6iit48S0l746iMPtZVxWIrOGphz3sYF1KbKjcMAum5xLssVAZaud5bsbtI4TFQzBfLKGhgZSU1N7jYZkZGTgcDhobW0lLe3QceDl5eUkJibyi1/8gnXr1pGTk8Ntt93GGWec0a/X7FA6UAluxdqhdPT6ZzCtKW+jtKGLOKOOC6ZZ6VDaj/t43bBTSD+4Gv2BD+koXhz0PFoK5XU+XPFIA4WZFsob7Dy3eR/fnpsT0teLNOG6zn7plR8C0DX0FDp04XnNSBDu63wiNqeHlzb72rV/c3YGnSf4s7ANm4EVMNZuoNNVjWpKDEPK/ou069yLGS6bnsG/vqjlX+v3c0qRGUVRTvx9ESpU11pRFDI4+tTj1wW1SLHZbEdM1/j/2+nsvR6gvLwcu93OvHnzuOmmm/joo4+45ZZbeOmll5g0aVKfX7M4fRwdhObNOiW9KLhPqEL2K3/Gwnhq577ClIJ/nfBbiqbo2PFlIrqDnzMxqQBbFM6GBf06H0X8gtPIfOGXPPnVHu4+dx6qOfZ2+4TjOgPsrkogGT3XTvw3b2Y8GZbXjCThus4nYl11EWn2m3ClV/PduReB7gSLOTNgT1oCo5vhp20TebMostu8R8p1/jrd2Qnkr/835Q0wsfVC7KM3ax3ppAX7Wlux0s7xP6D7BbVIMZvNRxQj/v+2WCy9vv6DH/yAb3/72yQnJwMwbtw4tm/fzssvv9yvIqWkaRdqkFejdygdTEkvYnPTTqxq36q9viip7OSnB8ow6hU+HP9b0hvvOfE3KSou6zlYOqrZu+V5bMP7N9IUyUJ1nY/Gk6tyfcpODrYm8eeVq7lsWuaJvylKhPM6G9oqGNq8EFVn4G/J2/lrY0JIXy+ShPM6n4jL4+WalTtpwMUvp89mUXPfegWlF9wHzc/zn23X05j5+9CGHKBIus7H8sjEKl7f1MgFyx/mwdSRWscZsFBda0VRIL1vjw1qkZKdnU1LSwtutxuDwffUDQ0NWCwWkpJ6b0PU6XSBAsWvsLCQsrKyfr2mVbWGbMecVbViVYO3ffK19b4bxYUTchiekE5fZ6ncQ+dj3P4cyQfWYRh2YdDyRIpgX+ejUuCa6UN54OMyXt/YxDXFhUf0pol24bjOlgMbAHDlziTRmNvn93g0Ccv7+QTe3lFLQ4eLjAQTlxcNw6T2cfnhkHNhy/MkVHyJw2uFCJ6qiITrfCzXTSvkza8a2Xigg+o6HWOzInPqrK+Cfa37864K6sLZoqIiDAYDmzdvDnxt48aNTJo0CZ2u90v96le/4o477uj1tV27dlFYWBjMSBFjf1M3q8qbUYCrpuf363udQ32jJ6aKT4MfLIYsmpBNssVAdZudT8satY4TlfzvUefQMzXNEcu8qho4tPSq6fmYDH2/zTvz5/q2IndUoW/dG6qIUS8v2cLZY3yjtf6mnWJgglqkxMXFcckll/D73/+eLVu2sHz5cp5++mmuvfZawDeqYrf71gLMnz+ft99+m6VLl3LgwAEeeeQRNm7cyDXXXBPMSBHjv5t8b9TTRqYzLC2+X9/ryj/VtxW5bR+6tgOhiBcTLEY9i6fkAb721cGeJox5HgemKl9bddl6rJ0vypvZ32wj0aw/bouDozLG48qbDciHopN1zUzfduQPdzdQ2x57a+CCJejN3O644w4mTJjAddddx913381tt93GueeeC8C8efNYtmwZAOeeey6/+93v+Oc//8miRYtYsWIFTz75JAUFBcGOpLmWbifLepr7XD2jf6Mo0LMVOXs6AKbKlUHNFmuWTMnDpFfYVtPBluq+LdwSfWOsXofituGJz8YToYsaY8F/e/oBXTopl0Rz/2f0/aNgpgrZinwyirKtzBiSjMer8uKmaq3jDFpBXZMCvtGUBx54gAceeOCI39u9u3cnwyVLlrBkyZJgR4g4r5bU4HB7KcpOZGp+8om/4ShcQ8/EVLMWU8VK7BOvDXLC2JGeYOL88dm8ubWW5zZUUTzAPw9xpF5TPRG8liGa7a7vZENlG3oFvjk1b0DP4Rx6JnzxB4wH14DbBoa44IaMIdfMGMKGyjaWbq3hxrlDB1Q0xjo5YDDEHG4vr272VdFXTy8Y8J55/zk+xqpV4JH27ifj6um+0bqVZU1UtMjR9MHiL1Jcsh5FM/6uymePySQnyXKCRx+dJ3U0nsQ8FI/DV6iIATtlRCqF6fF0OT28saVG6ziDkhQpIfbejjqau11kW82cPSZjwM/jzpiANy4dnasLY+3GICaMPSPS4zl1RBoqSKv8INF1VGNo3o2q6HAOmad1nJjU0Ongg56DBPu7OL8XRTlsyufTkw8WwxRFCbTKf2HTQTl4cACkSAkhr6ry342+jo/fmpaP4RgHCfaJosM5RHb5BIv/xvH29jpabdIq/2T51y+4s6eiWlI1ThObXtlcjdurMiU/iQm5J7ddVIqU4DlvXBYZCSYaOp0s3yOt8vtLipQQWr2vhX3N3SSY9Fwy6eRbsfu3IhsrZPHsyZo+JJmxWYk43F5eK5FFbSdLth5ry+7y8HqJbzrhyuknv/nAVTAPVdH7Djdt71sjOHF0JoOOxVN8u6xe2HhQdhX2kxQpIfR8z1TCxZNygrJgyj+SYmzchtIlR4GfjMOHYV/ZXCPDsCfD4/KtlUK2Hmvl3R11tNnd5CVbOGNkH1t5HodqTsKVMwOQ0ZRguGxyLia9ws66TtlV2E9SpIRIWUMX6yta0Su+qZ5gUOMzcGX6jgwwVX4WlOeMZQvGZJCZaKKpS4ZhT4axbhM6ZwdeSxrurMlax4k5XlXlhZ5p5Sun5Qetk7J/AbTpwKdBeb5YlhpvYmFRFoBsR+4nKVJC5KWvfDeNM0dnkDvAVfZHI3PFwWPQ67i82DcM+5LcOAbMP/3oHHIaKHJLCbcv9zVzoMVGgknPhROzg/a8/h2FJtlRGBT+D6uflEpzt/6QO0oItNpcvLfTNx1zxdTgjKL4ufwt8is/A1WmKE7WpZNzMeoVttd2sK1GhmEHwt9gUNajaMM/inLJpFwSTMHrw+HbUZiB4u7GWLM+aM8bq0ZnJjJ9SDIe1dc7S/SNFCkh8NbWWhxuL2MyE5iSH9wDsFzZ0/EaE9HZmzE0bA3qc8eitHgT543zD8Me1DjN4KPYmjHUbwHANeQ0jdPEnvKmLtZVtKJT4IppA2vedkyKDueQ0wEwVX4e3OeOUd/q+dD6xpYa7C6PxmkGBylSgsztVXmlp3nbFdPyB9y87Zj0Rlw9fShkyic4/DeO5Xsaaeh0aJxmcDFVrUJBxZ02Fm/Cye9gE/3z8le+e83pI9ODOq3s5xzqK1KMsgYuKE4bmU5esoV2u5tlO2XzQ19IkRJkn+1torbDQUqcMfAJPdicQ84EpEgJlrHZiUzNT8LjVWUYtp+MMtWjmU6Hm2U76oCBt8A/EVeBb3TM0LAVxdYUkteIJXqdwhU9f1YvbZLtyH0hRUqQvdQzZXDp5BzM/TgivT/8/VIMtZtQnB0heY1Yc0XPorY3es5ZEn2gqoFdZv5pARE+b22rxebyUpgez4whKSF5DW9CNu70IhRUmfIJkosm5hBv1FPe1M26ilat40Q8KVKCaE99J5uqfId7XV4cmk82AN6kIbiTR6CoHoxVX4bsdWLJGaMyyLaaabG5+Gi3DMP2hb6lFH1nDarejCtvltZxYopXVQNngn1zal7wp5UPc2hdikz5BEOi2cCiCb5dWLIO7sSkSAki//zwWaMzybaaQ/parqFy4wgmg05hyRRfYfnipmoZhu0D/3vPlTdHTsoNs9X7WqhstZNo1nN+UfC2HR+NfyrPWLkS5O9FUPin574ob+ZgmxxyejxSpARJq83F+7t8n8C/FexV9kcR6D5bKS3yg+XiSb4put31nZQclO3IJ3KoP4pM9YSbvw/TRRNziDfpQ/partyZqHoz+q469M17QvpasWJYWjxzhqWiAq9tlnVwxyNFSpC82bPteFxWIpPzgrvt+Ghc+XNRdQYMbfvRtR0I+evFgpQ4Iwt7Fjv7d2iJY3DbMVWvBg7tABHhcaC5m9X7W1AgMPoXUgYLrvw5gIzcBtPinj+7t7bVynbk45AiJQg8XjVwSF2o54f9VJMVV/Z0QHoYBJP/pr+itJHGLumyeSzGmg0objue+Gw8aeO0jhNT/AX0qYVpFKSEZ5otcAK7jNwGzbzCNHKTzLTZ3Xy4W47lOBYpUoLgi33N1LQ7SLYYOGdsZthe99C6FLlxBMvY7EQm5Sbh9qos3SLDsMfif8+5hp4OYSjKhU+X080720O77fho/FN6xuo14JaW7sGg1ymBDRavbpZ1cMciRUoQ+FfZXzgxB4sxtPPDhwvcOKq+AK87bK8b7ZZM9Z3n88aWGtxeuXEcjVG2HmvivR31dDk9DE2NY/aw1LC9ridtLJ74bBS3XVrkB9HFE3MCpyNvr5V2EkcjRcpJqmyxBeaH/YfVhYs7czJeczI6ZzuG+pKwvnY0O3t0JqlxRuo7nXy2VxpYfZ3S3YCxcTsgRUo4qarKqz3Tyoun5KEL5wiWosjIbQikxBs5p2cdnH93qOhNipST9FpPh9K5I1LDNj8coNPjKuhpkS8L2oLGZNBx8SRfi3dZQHukwNbjzEmocekap4kdmw+2s7exG7NBx6Lxod12fDSBdSkVcq8JJv86uOV7GmjulnVwXydFykmwuzy8vb0WCNMq+6OQRkuhcXlxLjoFNlS0sq+pW+s4ESVQpMgoSlj5p5UXFmVhtQTvtOO+cvYcIGlo2oHSJQ0Pg2VCjpXxOVZcHpU3t9ZqHSfiSJFyEj7c3UC73U1ekpm5w9M0yeAvUgy1m1Ac0tsjWHKSLJxW6BsleFVGUw5R1cAnaZnqCZ/GLicrShsBWBzmaWU/NS4dV+YkAExVsqMwmL7Z8yH3tRJZB/d1UqQMkHpYW+rLi/PQ67TZ4eBNGoI7pdDXIv+gtMgPJv/o2Ls76uh2Sh8DAH3TTnS2BlRDHK7cGVrHiRlvba3F7VWZlGtlXLZVsxz+0TNThaxLCaYFYzNJiTNS1+FglayD60WKlAHaUdvBzrpOTHqFiyZqe0S9S6Z8QmLmsBSGpsbR5fTw3s46reNEBH9PHmfeHNCH9ugH4ePxqrzesx1+sUbTyn6HdhSukhb5QWQ26Lhoom+d0WtyEnsvUqQMkH9B5TljM0mJN2qa5dCCNvl0E0w6RQns2HpF+hgAYKqS9Sjhtqq8mboOXx+ms8eErw/T0bhyZ6Aa4tB316Nv3qVplmhz6eRcFGDNgRaqWuU8Hz8pUgag1ebio54OgVp/soFDLfL17QfQte3XOk5UuXCC7zyfvY3dbKmO8TU/bjvG6rWArEcJJ/+2Y//ZUprSm3HlzQak03WwFaTEMWe4r/fN6zKaEiBFygC8va0Wp0dlXFYiE3K0mx/2U02JuHKkRX4oWC0Gzhvn+/T6aozfOAKt8BOy8aSN0TpOTKhssbGmpw/TpZO1WTD7dbKjMHT8HWjf2uY7C05IkdJvXlXljZ754cuLc8NyTk9fyLqU0Lms58bx8Z4GWrtdGqfRTmCqp+A0aYUfJv71CaeMCN85PSfi34osLfKDb15hGtlW33k+H++R83xAipR+W1/RSmWrnQSTnnN7OgVGAmdBz43j4JfglZ0owTQhx0pRdiIujxroixOLjP5Fsz0/pERo2V0e3ul5vy2eEhmjKACetHF44rN8LfJrN2odJ6rodQqX9DSSlAW0PlKk9JP/jXPB+GziTeE7p+dE3FnFvhb5jjZpkR8Cl/UMtb++pQZvDC6gVWxNGBq2AYcKYhFaK0obabO7ydWwD9NRKYp0ug6hSybloNcpbKlup7ShU+s4mpMipR8aOh18VuZrqHSZRg2Vjkmnx5V/CiCNlkLhvKIsEkx6qlrtrD/QqnWcsDNVrUJBxZ0+DjUhckYQo5n/A9Glk3M168N0LIGtyLIGLugyEs2cOcrXSFJGU6RI6Zc3t9biUWFKfhKjMhK0jnOEQzcO+XQTbHFGPd/oOS/Fv9silhw69fgMjZPEhtKGTrZUt6PXKVyocR+mo3EN8Y2kGBq2othbNE4TffytD3ynXsf2CfdSpPSR23towWzEjaL0cPYMwRprN4GzS+M00cf/5/753ibqOxwapwkjVT3UxE3Wo4SFfwvqWaPSyUgwaZzmSN6EHNxpY1FQMVWu0jpO1JkxJIVhqXF0uzy8vzO2z0mSIqWPvihvpr7TSUqckbNHa9tQ6Vi8ycPxWIegeF2YqtdoHSfqjMxIYGp+Eh4V3twWOwto9a3l6DurUXUmXLmztY4T9bqdHt7r+cEUqR+I4PDuszJyG2yKogT+7F8rqYnpRpJSpPTR61t8Q/wXTsjGpHVDpWNRlEPbA2XKJyT8fQyWbomdg8D87yVX7kwwRsY22Gj2wa56upwehqbGMWNIitZxjsnVc68xVX4uLfJDYNGEbMwGHaUNXWyr6dA6jmYi9KdtZDnYZmP1Pt+8a6Q0VDqWQ42WZEFbKJw1OoPUOCP1nc6YOQjMFFiPIlM9oaaqaq8Fs5HSh+lonHlzUHUm9B1V6Nv2aR0n6iRZjCwYkwEQOLspFkmR0gdvbKlFBWYPS2FIamR/knQVnIqKgqFlD7rO2H1jh4rJoOPCnoPAYuLG4XFhPLgaANdQWTQbajvqOtld7zu4dFHPQu2IZYzHlevrdC27fELD30jyo90NtNtjs5GkFCkn4PJ4ebtn/YH/DRPJVEsq7qzJQM9JpSLo/KNpa/a3UN0W3R03DXVfoXN14rWk4c6YoHWcqPd6z86xs8dof3BpX7gKpNN1KE3KtTIqIwGH28uyHbG5gFaKlBP4tKyJ5m4XGQkmTi+MoIZKx+Eq8M8Vy40jFApS4pg9LAUVWLo1ukdTAlM9BfNAkdtFKHXY3Xywy9cK/fIIXjB7uMAauINfgje2t8qGwuELaF+P0QW0ctc5Af+Q/kWTcjDoB8flcgYWtK2SBW0h4u9A++bWWtye6D0IzN8Y0CXrUUJu2Y46HG4vIzPimZyXpHWcPnFnTvJ1unZ2YKjbrHWcqHR+URYWg459zd1sPhh7J7EPjp+6GqlstrOhohUFAucpDAau3Bmohjh0tgb0TTu1jhOVTh+ZTnqCieZuFyujdAGt4mgP/OCRVvihpapq4APRZRG+YLYXnf5Qi3zpdB0SiWYD5xX5ujy/FoONJKVIOY53tvh++JwyIo3cJIvGafpBb8aV5+tnIbt8QsOg13GxfwFtlLauNh5cjaJ6cCePwJtUoHWcqLalup3ypm7MBh3nF0X4gtmvcR6+FVmEhH/kdkVpY8ydxC5FyrG4jHywvRmI7IZKxxLYiiyNlkLmksm5KMC6ilYqW2xaxwk6/3vH1fNeEqHjH0U5b1wmVotB4zT947/XGOo2oTjlQLxQGB/DJ7EHvUhxOBzceeedzJgxg3nz5vH0008f87E7duxgyZIlFBcXc/nll7Nt27Zgxxmw+O2n0G7zkJVo4pQRg2PB7OECC9qq14Inhlq4h1FukiXw3ngjCrcjG6UVfli02lws3+1bMHtZhPdhOhpv0lA8ScNQvG6M0uk6ZPy7CpdurY2pk9iDXqT8+c9/Ztu2bTzzzDP87ne/45FHHuH9998/4nHd3d3cdNNNzJgxg9dff52pU6dy8803093dHexIA2JduxCASyblYoiwE0j7wpM2Dk98ForbjrFmg9Zxopb/xvH29jqc7uhZQKvrOIihtRxV0eHKn6t1nKi2bEcdTo/KmMwExudYtY4zINLpOvTOG+c7ib2ixcaGilat44RNUIuU7u5uXnnlFe666y4mTJjAOeecw4033sjzzz9/xGOXLVuG2WzmF7/4BSNHjuSuu+4iISHhqAVNuO1vtGPZNwmd4tvVMygpyqEFbTJXHDKnFqaRlWii1ebi07JGreMEjf89486agmpO1jhN9FJVNbCm6bLiQbRg9mtkXUroxZv0LOxZQBuNI7fHEtQiZdeuXbjdbqZOnRr42vTp0ykpKcHr7f0ps6SkhOnTpwf+UiqKwrRp09i8eXMwIw3IO1t8P2zmjkwi22rWOM3AHToATG4coWLQKVwy6dBBYNHC/56RqZ7Q2lTVxoEWG3FGHeeNy9I6zoC58v2drkvRdcbeDpRw8U8HflLWRFOXU+M04RHUFVoNDQ2kpqZiMh06WjwjIwOHw0FraytpaWm9Hjtq1Khe35+enk5paWm/XrND6UAlePNzDpc3sGD27OJ4OpTBuy+9e0gxSYChfgtdjgq8lhStI/XSoXT0+udgdfbkBJ5c4/uBs725nqHpkbUTrN/XWfWS1jNs3zZ0OvZB/HcgnAbyfn55SwUA84tSUS3dDNq/CXE6ErMmYqnfiqdqOZ1Fl4TspaLlvjEQudlQlBvPzppuXt1+gKtmh3YnWKiutaIoZNC3qc2gFik2m61XgQIE/tvpdPbpsV9/3IkUp4+jI4h/tY3VI8hz/D/cqbV8d/pFoBvE6wwyYFtmAhMa9Py8bQqvFURmR8gp6UVaRzg5GZA57tfE75zDZaV/omXsk1onOqq+XufiGh2b7Yl0GlWGj78E1+DabKK5vl5nXWcSBaXPoGDkydOv4R8Ze0OcLLTuHWvmrnozH9b/nG+fdmvIX2/Q3zcGKOHUBWS8+hP+uf0rfnP+90AX+kW0wb7WVqy007cPP0G9/ZjN5iOKDP9/WyyWPj326487kZKmXUFtFawaVd48v5pfjf0hm1u2Y1UH50I2v/S8+6HhWZ7ecR1/zr5b6zi9dCgdTEkvYnPTzkF/ndcUtXPnznIKNlzOF9N/i9kYObv7+3udk7c+BTyEkncmu1r/GfqAUaK/1/nFdfU84almbHYcKywrYZAvabKkrwOu51t7czml4TMI0fqaaLpvDIQ938sS8za6mnN4ceN2Zo4IXXfiUF1rRVEgvW+PDWqRkp2dTUtLC263G4PB99QNDQ1YLBaSkpKOeGxjY++/lY2NjWRl9W9e1qpag975/ZIJCrdnHMDaaMWqDo721MdUcDaUPEtC5VocEfr/YlUH/3WeP8xKjvUgtR0O1u1xcEEEnmDb1+tsrVwPgDrkrEH/56KFvlxnr6ry3pZdACyeXBAd1znnNFRDHIbuJlIaD+LJGB/Sl4uG+8ZAWA3wjaIcXt5czXslbcwfHvpGi8G+1v0pX4P6ca+oqAiDwdBr8evGjRuZNGkSOl3vlyouLuarr74KjIKoqsqmTZsoLi4OZqSY58qbg6ozoG+vQNd2QOs4UUuvUwLbkQd1B1q33ddbh0MLr0XwbahopbLVToJJz7mDeMFsL4d3upYT2EPq0p4Go5/vbaKhM7r7YAW1SImLi+OSSy7h97//PVu2bGH58uU8/fTTXHvttYBvVMVu9x1tv3DhQtrb27nvvvsoKyvjvvvuw2azcf755wczUsxTTYm4sqcDsj0w1C6amI1ep1BS3c7exi6t4wyIsWYDiseBJyEbT+poreNELX+H2YVFWcSb9BqnCZ5Ap2vplxJSozISKM5LwqPCW9uiuwNt0CfO77jjDiZMmMB1113H3XffzW233ca5554LwLx581i2bBkAiYmJPP7442zcuJHLLruMkpISnnjiCeLj44MdKeb5T7CVFvmhlZFo5vSRvonWwdrHINAKv+C0kK0piHWNXU4+LfOdCzYYO8wez6FO12uk03WI+Y9rWbqlFo83ejvQBn3dflxcHA888AAPPPDAEb+3e/fuXv89efJk3njjjWBHEF/jHHIaCev+grHqC/B6QBc9n9wizWWTc/iktJF3d9Rx62kjsBgH17WWVvih9/Y23w+VSblWxmQlah0nqDxp4/DGZaKzNWCs2YCr4FStI0Wt+aMzeOiTvdR2OFizv4VTCwff8S19ETlbEETIuLOK8ZqS0DnaMDRs1TpOVJs1LJX8ZAudDg8f9pzHMlgotmYMDb7zs5wFUqSEgldVWbrlUIfZqKMoOIf4Ol0bZV1KSFmMer7Rs0D/tZLobaAnRUos0BkC56/IupTQ0imHFtAOtikfU9UqFFTc6eNQE6JkMWeEWbO/hep2B1azgQVjMrWOExKyLiV8/NOFX+xrprbdrnGa0JAiJUYcapEvN45Qu3BiNgadwraaDvbUD56j6/2HwzkLZFdPqPgL1wvGZw26qcC+8q+BM9RvQbG3aJwmug1Pj2daQTLeKF5AK0VKjPDfOIw1G8AVGSdNR6u0eBNnjsoADu3iiHiqGhhlk/UooVHf4eDzvT0LZqNxqqeHNyEHd+oYFFTfOjgRUpf7F9BurcUdhQtopUiJEZ7kEXgS81G8rkAfDBE6/hvHezvq6XJG5nEEh9O37UPfeRBVZ8KVN0frOFHpzW21eFSYmp9EYXqC1nFCSk5FDp8zR2WQGmekodPJqp4iOJpIkRIrFOWwG4dM+YTa9CHJDE2No9vl4YOd9VrHOSH/VI8rdwYY4zROE308XpU3t/qG4y+N4lEUP9fh61KC3RJc9GIy6LhwYg4Arw2Wkdt+kCIlhrhkQVvYKIoSGE15taQmqOdLhcKhqR5ZjxIKX+5rpq7DQbLFwPzR0blg9nDOvDmoOiP6jkp0bfu1jhP1Lp3sK1LW7G+hqtWmcZrgkiIlhjgL5qGiYGjeja6rTus4Ue8b47Mx6RVKG7rYXhvBx8p73RgPfgkcWrskguu1nqMSFk3IwWyIgduuKQFXzjTfv1bJlE+oFaTEMWd4KuBbmxJNYuBvi/BT49JwZ04CwCg3jpBLjjNyzljfp+bXIvg8H0N9CTpnB15zCu6MiVrHiToH22x8ua8ZiO4Fs18nI7fhdXnPduS3ttbi8ng1ThM8UqTEGJcsaAury4rzAPhodwPtdpfGaY7OFNh6PE+6EYfA0i21qMCsoSkMTY2d9T7+hoDGqi/BG/mLxwe7eSPTyUw00WJz8Ulpo9ZxgkaKlBgT6JdS+bksaAuDSblWRmcm4HB7eWd7ZE6x+QtWmeoJPpfHG+hfcfmUPI3ThJc7qxivORmdsx1DfYnWcaKeQadwySTf2pRB0/qgD6RIiTGu3BmoBgv67nr0zbu0jhP1FEUJdIV8PQIX0CrOTgx1mwBZNBsKn5Q20tztIjPRxOlRerbKMen0gbN7ZOQ2PC6elItOgY2Vbexvio5+WFKkxBq9OdAHQ24c4bGwKIs4o44DLTY2VbVpHacX48HVKF437uTheJOGaB0n6vjXIl08MQeDPvZut/7uxUa514RFttXMvELfSezRsh059v7WCDlbI8wSzQbOL/IfBBZZN45AfxQZRQm68qYuNlW1oVfgksmxs2D2cP7eTMa6jSjOwXNExGDmb33wzvZabC6PxmlOnhQpMShw46heA+7oPJQq0vinfD4pbaSpy6lxmkP820OlFX7wvd5TkJ42Mp1sq1njNNrwJg/DkzQMxev23W9EyM0ZfthJ7Lsiv5HkiUiREoM8aePwxGehuO0YazdqHScmjM1OZGKuFfdhnUe1puusxtBShqrocOWfonWcqGJzeQILpWNp2/HRBD4UVazUOEls0B3eSHJz5K2D6y8pUmKRohy2FVmmfMJlSc/ujte31ETEQWD+dQLurCmo5mSN00SXD3fV0+X0UJBiYfawVK3jaCpwHIf0ZgqbCyfkYNIr7KrvZEckN5LsAylSYlTg040saAubs8dkkmwxUNfh4Ity7Q8CC/RHkameoPOvPbpsci46RdE4jbZc+aeiKjoMLWXoOqu1jhMTUuIPNZJ8JcLWwfWXFCkxytXTaMnQsBXF1qxxmthgNui4uKePwaubNb5xqN7Dzus5Q9ssUWZnTRc76zox6hUunJCjdRzNqZYU3JmTAflQFE6X9zSSXL67gVZbZDaS7AspUmKUNyEbd9pYFFRMVau0jhMzLp2ciwKsOdDCgWbt+hgYGrejszfjNSbizp6qWY5otPQrX7fPc8ZmkhJv1DhNZHAO9RXCMr0cPhNzrYzNSozoRpJ9IUVKDPN/gjbKjSNsClLiOGWEr6mXll0h/YsYXQWngl5+kAaLrjOJT3e3AofWIImvneOjRs+5MpHs8JPYXyupxjtIF9BKkRLDnIef4zNI38CDkf+H19vb6rBr1MfAVOkrUqTLbHAlbjgXl0elKDuRCTlWreNEDFf2NLzGRHT2FgwN27SOEzMWFmWRYNJT1Wpn3YEWreMMiBQpMcyVNwdVZ0LfeRB9a7nWcWLGnOGp5CVb6HC4+XBXQ/gDOLsw1mzw/asUKUHj8apY15wPwOIpeSgxvmC2F70x0CJfRm7DJ86oZ9EEXyNJzdfBDZAUKbHMGIcrbxYApopPtc0SQ/Q6JXCs+iubq8Pex8BUvQbF68KTNBRv8vCwvnY0W1PejqE1mySLnnN7dlaIQw51upZ+KeG0uGcB7eflTdS0D77mnVKkxLhDpyLLp5twumjioT4G28Pcx8B4+FSPfNoPmjc3+xbMnj8pHYtRr3GayBO419RsAGeXxmlix/D0eGYMTcGrDs7RFClSYpxz6JkAmA5+CR6HtmFiSK8+BpvD2zviUH8UmeoJlgPN3WzY34GqeLmoOF3rOBHJmzwcT9JQFK8Lk7TID6sretbBvbm1RrN1cAMlRUqM86SPwxuXieK2BdYpiPDwL6D9aHcDzd3hOc9H13HwUCv8njUC4uT5m7fZxm4gNyU2z+k5IUU5bORWpnzC6bSR6eQmmWmzu/lwtwbr4E6CFCmxTtHhHCqnImthQm4SE3KsuDwqb4RpO7L/z9idPVVa4QeJzeXh7e2+85g65r6rcZrIFuiXIuf4hJVepwTWprz8VfjXwZ0MKVLEoU83cuMIuyum+W4cr5XU4PaEvn+EUaZ6gu79nfV0OjzkpZiwj96kdZyI5so/BVXRY2jdi669Sus4MeWiSTmYDTp213eypbpd6zh9JkWKOFSkNG5D6W7UOE1sWTAmk7R4Iw2dTlaUhvjaez3SCj/IVFXlpa8OAnBRcQboBs8nVC2o5uRAh2NTlYzchlNKnJHzxvnWwb381eA5Q0mKFIEan4krYwIgUz7hZtTrAl0hQ33jMDfsQOdoxWuy4s6eEtLXihUbKlvZ29hNnFHHBZPStI4zKBwauZV7Tbh9c2o+AB+XNtLQOTg2SkiRIgBwydkamrlsci56nUJJdTu76kK3HTmu8gugpxW+zhCy14klL27yFZbfGJ9NokWuaV8E1qVUfQ7ewbXTZLAbm5XIlPwkPF6V1wfJ6chSpAjga+f4DKJFVdEgI9HMgjEZALwUwtGUuIovAZnqCZaqVhuf720C4IqeT6jixNxZxXjNyegcbRgatmgdJ+b4R1Ne31KDKwzr4E6WFCkCAFfuDFRDHPruevRNO7WOE3P8P+Q+3FVPSwi2Iyc6wFK7GZBFs8HyyuZqVHzHHAxPj9c6zuChMwS2v8vIbfidNSqdzEQTzd0ulu+J/O3IUqQIH70ZZ/5cQG4cWpiYa2V8jhWnR2Xp1tqgP//8fQYUrxtP0jC8ycOC/vyxpsvp5s2eP6dvTZNRlP6SdSnaMRy2Du7FTZG/HVmKFBHgGiI9DLSiKApXTPVtR351c3XQtyMvLPOtl3AOOyuozxur3t1eR5fTw9DUOOYOT9U6zqATmF6u3YDiGDzbYaPFpZNzMekVdtR2RPx2ZClSRIB/QZuxZh24bBqniT3+7cj1wd6OrKqHipShUqScLK+qBtYOXTE1D52cf9Rv3qQhuFNGoqgejAe/0DpOzEmLN3F+ke905P9uPKhxmuOTIkUEeFJG4knMR/E4MMrZGmFnMuhY3NMq//mNB4M2DGtsPcCIVh2qzhiY0hMDt3p/CxUtNhJMer4xIVvrOINW4NywA59qmiNWXTndN035aVkjB9si90OpFCniEEU5rEW+TPloYXFx8Idh4yp8DdxsedPBKAs8T9aLm3yfPC+elEOCSbYdD1SgSKn4VHYUamBkRgJzhqXiVSO7uZsUKaKXXjcOEXap8SYuGO/7dP7chuC0DY+vWAWAbei8oDxfLCtv6mLN/hYUDh0QKQbGlT8HVW9G33kQfUuZ1nFikn805c2ttXQ63BqnOTopUkQvroJ5vrM1WsrQtVdqHScmXTW9AICVZU1UtZ7kMKzbjuXgegC6h512stFi3n83+EZRzhiVTkFKnMZpBjlDHK78OYB8KNLK3OGpjEiLp8vp4a1twd9VGAxSpIheVHMyrpwZgNw4tDIiPZ5TR6ShcmhqYaCMNevQue1UWb240kYFJ2CMauxysmxnHQDXzCjQOE108C/kNlV8onGS2KQoCt/qGU15adNBPN7Im3aTIkUcwRVY0CY3Dq1c1XPjeGtbLe1214Cfx78o8f1RbpBdKCflla8O4vKoTMpNojg/Wes4UcE/vWw8uAZc3dqGiVEXFGWRbDFQ3e5gZVnkHTArRYo4gr+XhqlqFXiC3/1UnNjMoSmMzkzA5vKydMvAh2H9o2EfjIrM+ebBwuby8GrPWSfXzJRRlGDxpIzEYy1A8ToxHVytdZyYZDHqA83dInE7clCLFFVV+ctf/sKcOXOYNWsWf/7zn/F6j92U6t5772Xs2LG9fj333HPBjCQGwJ0xHm9cJoq7G2PNeq3jxCRFUQKjKS99dXBAzd10HQcxtOxBVXQsL5Qi5WS8va2WdrubghQLZ4xM1zpO9FCUQ6MpMr2smSVT8jD0HHK6rSaymrsFtUj517/+xTvvvMMjjzzC3//+d95++23+9a9/HfPxe/fu5fbbb2fVqlWBX5dffnkwI4mBUHQ4h50JyFyxls4dm0V6gon6TicfDeCMDf8oiiO7mFZZ4zlgHq8a+IR51fQC9DqZNgsm2VGovYxEMwuLsgB4Zl1kbZgIapHyn//8hx/96EfMmDGDOXPm8POf/5znn3/+mI/fu3cv48ePJzMzM/ArLk7uppHAKetSNGcy6AKt8p9bX9Xv5m7+Xjfdw2Tr8clYWdbIwTY7yRYDF0rztqBzFZyKqjNgaNuHrm2/1nFi1rUzhwC+XYX7myNnfVDQipS6ujpqamqYOXNm4GvTp0/n4MGD1NfXH/H4zs5O6urqGD58eLAiiCByDjkdVdFhaN6NrjNyG/1Eu8sm5xJn1LGnoYvV+1v6/o0eF8bKniZu0h9lwFRV5dmefjWLp+RhMeo1ThR9VJP1sB2F0kRSKyPS4zl9ZDoqvg9FkSJo7RIbGnzD0VlZWYGvZWRkAFBbW9vr6+AbRVEUhccee4zPPvuMlJQUvvOd73DppZf263U7lA5UgrttqkPp6PXPmBSnJzFrEpa6ErwV79MxYXHQX0Ku84np4mHR5HRe2djA0+v2Mamwb39lzfUb0Tk78FhSacweCsh1Hoht1Z1sq+nAqFc4f6qVDuXY8/Xyfh443bC5pFevQVexnI7Jx/8ZINc5dBbPSuOzvU0s21nH1fPSMVvtQPCvtaIoZGDt02P7VaTY7Xbq6uqO+nvd3b7hIZPJFPia/9+dziN3iJSXl6MoCoWFhVxzzTWsX7+e3/zmNyQmJnLOOef0OVNx+jg6CM2bdUp6UUied7D4bZGJu+ssrKy9gyVn/CRkrxPr1/lE9Oemk7/5SUqquijqWoBz2K4Tfs89JWZ+jZmXRtVzdcYEQK7zQGS++xvimU3z9PeYOewbffoeuc79VzxZx+bViagHV1CUUoCzDz+Z5DqHQAZkr34A9k/gvB1/oPUC35rSYF9rK1ba6dsC3X4VKSUlJVx77bVH/b3/+Z//AXwFidlsDvw7cNR1JpdccglnnXUWKSkpAIwbN479+/fzwgsv9KtIKWnaFbSD2Pw6lA6mpBexuWknVrVv1V40MmduAb7FZXtT2Vu3A/TGoD6/XOe++8v4CpZtbeayD5/gvksLT/j4/F2LgR0syPkLm5vmy3UegL0NNr63czcK8PrEnzCk8VfHfby8n0+CQcUdfwaJ3Y3s2/Yq9oI5x3yoXOfQWj21jbv27yN3zRLeKb6defkTg36tFUWBPm6S61eRMnv2bHbv3n3U36urq+PBBx+koaGBggJfHwH/FFBmZuZRQ/oLFL/CwkLWrOnf6btW1Rqys6msqhWrmhSaJx8MMubitaSis7eQVluGK292SF4m5q9zH3xnRiHvbW1m9d526hr0jMpIOOZjdV11mBt2oKKgG3I+VtU3oinXuX9eXuPb0bNgbCbjU7Po66yyXOeBcQ85E8PuV0nZv5au/HNP+Hi5zqGxYISVp9LrKG/q5pPNDsgP/rXuz/64oC2czc7OJi8vj40bNwa+tnHjRvLy8o5YjwLw8MMPc/311/f62q5duygsPPGnRBEmOj3OIWcAsstHa8PT4pk/xrfG6z8n2CLo/7NyZxWjxmeEPFs0OtDczfLdvg9Z188aonGa2OAcNh8A04EVGieJbTpFCez0eW1jA7iCO4Le7zzBfLIrr7ySv/zlL6xdu5a1a9fy0EMP9Zoeam5upqurC4CzzjqL9evX89RTT1FRUcF///tfli5dyg033BDMSOIk+fulSKMl7V3X88Pyw131HGw79sGDpgMfA+AcfnZYckWjZ9ZVogLzCtMYk5WodZyY4NtRqMfQUoquvULrODHtvHGZZFvNtHS7Sdyk7X0kqEXKd7/7XS644AJuvfVWfvzjH3PxxRf3Gi1ZvHgxTz/9NACTJ0/m4Ycf5s0332TRokU8++yzPPTQQ0ydOjWYkcRJ8o+kGBu3oes6+qJpER5F2VZmD0vBo8LzG47RvtrjDGw99n8yFf1T025n2U5f24QbZg/VOE3sUC0ph7Yiy2iKpgx6Hd/uOUTTXDFW2yzBfDK9Xs8dd9zBHXfccdTfX7Gi9xtvwYIFLFiwIJgRRJCp8Zm4soox1pdgOvAJ9vHf0jpSTLtu1hDWHmjlrW21fHfOUNITTL1+31izHp2rE29cJu7MSRqlHNyeXV+Fx6syY2gKk/JkzUM4OYfPx1SzFtP+j7FPul7rODFtydQ84hM93DTpWXD+j2Y55IBBcUKH5oqXa5xEzBiSwoQcKw63l+c2HNlwyf8J1DnsLFDkr3d/NXY5eXOr7yDBG2bLWpRwcw7zTS2YDn4JrmNPaYrQ0ykKZ45NwZPUrG0OTV9dDArO4b7RLmPl5+BxaJwmtimKwo1zfVMQr2yupqmrdw8i/3oUh0z1DMgLG6twelQm5VqZMSRF6zgxx5M2Fk9iPorH4StURMyTIkWckDtzEt64THSuLozV67SOE/NOHZEWGE35z/pDO310bQcwtJShKnpcQ07XMOHg1GZz8epm3yjKd2YP9fVyEOGlKIeN3H6scRgRCaRIESem6HAM77lx7JcpH60pisJNpwwD4LWSGho7faNb/qkeV+5MVLOspeivZzdU0e3yMDozgXmFaVrHiVn+XWmm/R8TsiZYYtCQIkX0iX+u2Lx/udw4IsDc4alMyvWNpjzTcxiY2b/1WKZ6+q2py8lLm3w7pr5/6nAZRdGQM/9UVL0ZfedB9M1Hbx4qYocUKaJPXENOR9UZ0bcfQN9arnWcmHf4aMrrJdU0trZiPLgaOFRQir57Zl0ldreXCTlWTpNRFG0Z43DmnwLIVmQhRYroI9WUiCvPd56GzBVHhtnDUinOS8LpUVmz8i0UjwNPYj6etDFaRxtU6jocvFZSDcAtMooSEQJTPnKviXlSpIg+OzRXLOtSIsHhoymBrcfDzwb5IdsvT6+pwOlRmVaQzKxhKVrHERyasjTWbECxt2obRmhKihTRZ46eaQRjzToUR9+O2RahNXNoClPzrJyh2wzIepT+qmq18ea2WkDWokQSb9JQ3KmjUVQPpsrPtI4jNCRFiugzb8oI3CmFKF43RrlxRARFUfjZJDcFSiMO1cj+RDlWoj+eXFOBx6syZ3gqUwuStY4jDiMHDgqQIkX0k3OYr7GbWeaKI8ZUx1oAvvSO5/+trtc4zeCxv6mb93b4zqP6/qnDtQ0jjhCYXq74BLwejdMIrUiRIvrl0IK2FaB6NU4jAMz7PgTgI+8Mlu9pYFuNTMX1xeNf7serwpmj0pmQY9U6jvgaV85MvKYkdLYmDPWbtY4jNCJFiugXV+5MvCar78ZRt1nrODFP6arHUPeV799HnQPA31eWo0ovm+MqOdjG8j2N6BS4+ZThWscRR6M3+s6gAsz7PtA4jNCKFCmif/SmQMt12R6oPfOBj1FQcWUVc+UZMzEbdHx1sJ3P9jZpHS1ieVWVv37q6/Vz0cQcRmUmaJxIHItzxLkAmPZ9pHESoRUpUkS/OXoOHDTLjUNz/pu3c/g5ZFvNXDktH4D/99k+3F4ZTTma93fWs6O2g3ijXtaiRDjn0DNRdQYMLaXSRDJGSZEi+s057GxURYehaQe69soTf4MIDZcNU5Vvl5Wj5xPndbOGkBJn5ECLjTe31miZLiLZXR4e/XwfANfPHkJ6gknjROJ4VHMyrry5gIymxCopUkS/qXFpuHJnAjJXrCVT1SoUtx2PtQBPehEAiWYDN84ZCsATXx6gy+nWMmLEeW5DFfWdTnKTzFw1vUDrOKIPHCN8a61MPQvERWyRIkUMiHPEeYDcOLRk6ikQHcPP6dVl9rLiXIakWGjudvGvtTLS5dfQ6eCZdb7rcetpIzAb5PY3GDiH+0YJjbXrUWzNGqcR4SZ/S8WA+KcXjNVrUewtGqeJQarXdyI1hxYX+hn1On58xkgAnt9QxYEme9jjRaJ/rNqP3e1lUm4S54zN1DqO6CNvUgHu9PEoqlcW68cgKVLEgHiTh+NOG+trWy03jrAz1H2FztaI12TFlTf7iN8/Y1Q6pxWm4faqPLy8CmJ8De2O2g7e3e5r3Pazswql/f0g4/9QZJaR25gjRYoYMEfhQkBuHFrw76xyDj0L9Edf/Hn7/JGYDTo2V3YSX3JGOONFFLdX5Y8flaICC4uymJibpHUk0U+BrcgVK1HcDo3TiHCSIkUMWODGceBTcMuUQjiZ9vcUKV+b6jlcfnIcN8z2LaJNe+dGOh2x2Vr8xU0H2V3fSZLFwE/OKNQ6jhgAd+YkPAk5KO5uLFVrtI4jwkiKFDFg7szJgRuHqeoLrePEDF3bfgzNu1F1BpxDzzzuY6+ZUUBBqhl9Zyr/WhV7W5Kr2+w8/sV+AH50+gjZcjxYKUqgIE/YJwcOxhIpUsTAKcphu3xkK3K4+BfMunJno1pSjvtYk0HHjxf4ttq+ubmRXXUdoY4XMVRV5U/LS7G7vUwrSOaiiTlaRxInwb8uJX7fpyhybFjMkCJFnBRHoa9IMe/7SA4cDBN/Qejs6R9xItOHWekqXolXhT8tL4uZTrQf7W5g9f4WjHqFO84ZLYtlBzlX/ly8xkQM3Q3MqJYfXbFC/qTFSXHlzek5cLAhcNCdCB3F1oSxei0Ajp5RrL5o+cZTJJh0bK/t4Nn10d87pd3u4qFP9gLwndlDGZ4Wr3EicdL05sD05sW7jdpmEWEjRYo4OXoTzmHzATCXv69xmOhnLn8fRfXiypyMN2lIn7/Pk9TMrfN90z6Pf3mA3XWdoYoYER5eWU5zt4sRafFcN7Pv10lENv+6lMt3GEBO+g4tVSW+/GMyurQdgZQiRZw06T4bPubyZQA4Rl7Q7+89d0IqZ45Kx+NV+c17u3C4o3N6bkVpI29t8/VEueOc0Ziks2zUcA5fgKozMq5Jj7G5TOs4Uc2853Vylt3Gnz8ya5pD/vaKk+YcdhaqzoihdS/6FrlxhIpib8XYs4vKOYAiRVEU7jxnNGnxRvY1dfOPVfuCHVFzte127vtwDwDXzixgakGyxolEMKnmJLqHnAJAwl45cDCUzHuWArA3VdsPM1KkiJOmmqy4Ck4FwLz3XY3TRC/T/o9QvG7caWPxpAys30dqvIlfnzsGgBc2HmRjZWsQE2rL41X53Xu7abe7KcpO5PunDtc6kgiBrlE9W5H3yshtqCj2VkxVqwB4dby2h5RKkSKCwjFyEQDmsnc0ThK9zHsHPtVzuNNGpnPxpBxU4Pfv7abTER0nJf97XQWbqtqIN+q57xtFGPVye4tG3SPOwqVTMTftQd9arnWcqOT7QOTCmTaK3ZkykiKigKPwPFSdAUPTTrlxhIDi7MRU+Rlw8kUKwE/PLCQv2UJth4N7PtiDOsgXIZYcbOP/vjwAwC/OHsWQ1DiNE4lQ8VpSWDHC1z3Z1FO4i+Dyj4h3jur7DsJQkSJFBIVqScWV3zPlUyZTPsFmOvAxiseBO3kEnrRxJ/18CSYD914wDoNOYUVpI0+vrQhCSm102N38ZtkuPCqcNy6TC8ZnaR1JhNir413AodFFETyKox1The8DUdfIYx+7ES5SpIigcYz6BgCmvTLlE2z+m7Fz5AUQpKZkk/KS+MXZowB47IsDrCxrCsrzhpPb4+XOd3ZS0+4gL9nCrxZI07ZYsHScG1XRYWzYgq598BbYkci0fzmK14k7dRSutFFax5EiRQSPY8RCVEWPsXE7utbo2zmiGZcN0wHfeSWOkd8I6lNfOjmXJVPyAPjde7vY19Qd1OcPJVVVeXDFXtYcaMFi0PGnC4tINBu0jiXCoDFBxZ43E5DRlGDzT/U4Rn4jaB+IToYUKSJo1Lg02eUTAqaKT1DcNjzWIbgzJwX9+X92ZiHTCpLpcnr4+Zvbabe7gv4aofD8xoO8vqUGBbj3G+MoyrZqHUmEkX+XjxQpwaM4OzFVfAoE/wPRQEmRIoLK/8aWIiV4Art6Cs8PyScbg943CpFjNVPRYuOud3fh9kR2o7dPSxv5+0rfAu2fnFnIGaMyNE4kwq2rcAEqCsa6Teg6q7WOExV6rX1LL9I6DiBFiggyR+H5vimfhq3o2g5oHWfw8zgwHfgYCM6unmNJjTfxl0smYDboWLO/JaILlR21Hfx62S5UYHFxLldOy9c6ktCAJyETd65/yuc9jdNEB/+HS2eETPWAFCkiyNS4NFz5cwEwywLak2aq/BydswNPQjbunGkhfa2xWYk8cNF4jHrfjp/fLNsVcScm76nv5Cevb8Ph9nLKiFRunz9KFsrGMH/hLluRg8DVfWjt26hFGoc5RIoUEXSHGrvJlM/J8remdhReAEro/7qeOiKNBy4cj0GnsHxPI7+NoEKl5GAbN79cQovNxbisRO77RhEGnRQoscxR6CtSjDXr0HXVaZxmcDMdWIHituNJGoY7Y4LWcQKkSBFB5yhceGh7oEz5DJyrG/O+DwBwjLk0bC972sh0/tRTqHy0u4Hfv7cLj8aFytoDLdz66lY6HR6K85L4x5LJspNH4LXm4cqZjoKKuextreMMaod29QSvzUEwSJEigk6Nz8CV55/ykWHYgTLv/8i3qydpGO7sqWF97TNGpXP/oiL0OoUPdjXwP29up8OuTfv8T0sb+ekb27C7vcwZlsr/WzwJq0UKFOFjH30JAOY9b2gbZDBzdmHevxyInF09flKkiJDwz2nKp5uB80/12EdfrMknmzNHZ/DHRUUY9Qqflzdz3fObKG3oDNvre1WV/26s4ldv78DlUTlrdAYPXTKBOKM+bBlE5HOMWuRbrF9fIkdyDJB53/uHPhBlFWsdpxcpUkRIOEZe0LPLZwv6ljKt4ww6ir3lUL+CMZdolmP+6Aye/NYUcqxmKlvtfOe/m1m2I/Rz/w2dDn702lb+9mk5HhW+MSGbPy4qwmSQW5boTY3PxDVkHgDm0jc1TjM4WXpGoexjL4uoqR4IUZGiqio33HADr7/++nEfV1lZyfXXX8+UKVO44IILWLVqVSjiCA2ocek4h54JyDDsQJj3LkPxunCnj8eTNkbTLONzrDz77WnMGZ6Kw+3ld+/t5v6PSkM2/bNiTwNXPrORtQdaMRt0/GrBKH533hhZJCuOyd6zZsu85w0Y5IdlhpvS3Yix8nMgvGvf+iroRYrX6+Xee+/liy++OO7jVFXlhz/8IRkZGbz22mtcfPHF3HrrrVRXS1OeaOEYezkAlt2vy42jn8ylSwGwj7lY2yA9UuKM/O+lE7lxzlAAXt9SwyVPrePZ9ZU43MHpp3KguZvfLNvFL9/eSZvdzbisRJ67ZhqXF+fJNmNxXM4RC1H1Zgyt5RgatmodZ1Axl72FonpwZRXjSSnUOs4Rgrr6rK6ujp///OdUVVWRlJR03MeuWbOGyspKXnzxReLj4xk5ciSrV6/mtdde47bbbgtmLKERx/Bz8BoT0XdUYqjdEGi8JI5P11mD8eAaAByjIqNIAdDrFG4+dThT8pN56NO97Gvq5u+f7ePFTQe5+ZThXDAhe0CjHVur23l2QxWfljaiAgpw3awh3HTKMIx6md4RJ6aaEnGMOBdL2duY97yBO2uy1pEGDctu34yHY8xlGic5uqDeAbZv305ubi6vvfYaVuvxz9EoKSlh/PjxxMfHB742ffp0Nm/eHMxIQkvGON+pvRz6iyBOzFz2NgoqrtxZeJMKtI5zhNnDU3nh2un85rwxZFvN1Hc6uefDPZz3z9Xc9c5Olu2oo7nbeczvt7s8bKlu54VNB7npxc3c8MJmPukpUE4rTOPpq6bww9NGSIEi+sU/VWEufQu8Ho3TDA761nKM9ZtRFT320RdpHeeogjqSMn/+fObPn9+nxzY0NJCVldXra+np6dTW1vbrNTuUDlSCO5XQoXT0+qcYONfY88jb9TKmsjfpOP120JsCvyfX+eiS9rwGQOuYhXQo7Sf9fCG5zno4a1I8pxaN5c3Njbywtp5Wm5sPdzfw4e4GFGBYugWrRY/JoMNiVDDpdVS1OihvsHF4x32DTmHB+FS+OSOL4RkWX1ZO/v873OT9HB7HvM7DppFoTkLfXYer5mPsBXM0SDe4pJS+BIBtyFzaE8zwtb93oXpPK4pCBn07ELRfRYrdbqeu7ugr+zMzM3uNipyIzWbDZDL1+prJZMLpPPYnsKMpTh9HB6G5KUyJkAOWBjNdGlSsSCS/o52ftozhrXFHLraU63zI6EYdexoScSsq42f9D40JPw/ac4fsOi8EztFhrhpD3K4ZWHbPwFw9iv1N9mN+iyexBUdBKY5hO+matoLHk5t4PDTpwk7ez+FxtOv8+AQLN20y8d6Ba7hxyrHffwJQYXdZAmnouXn6RzyXcexR22C/p61Yae/jB5F+FSklJSVce+21R/29Rx99lAULFvT5ucxmM62trb2+5nQ6sVgs/YlESdMu1CAvyuxQOpiSXsTmpp1YVTn+/WQljHoQvvoXz6+/hPqM/w18Xa7zkVLWPQo8inPo6ay1PQ62k3/OsF3nBGC671djp4u99TYcbi92lzfwz8xEI+NyE8hOMqIoZ/m+zwU0hi5WuMj7OTyOd50tw9bDpuu4fns682d/hmowa5Qy8pnrtpLffAVeQxx/yFzP3Y0JRzwmVO9pRVEgvW+P7VeRMnv2bHbv3j2QTEfIzs6mrKx3/4zGxsYjpoBOxKpaQ7ZxxKpasarHXwAsTsw75kr46l8k7F9Jkl1FNSf3+n25zj1UlaTdvg697tGLg35NwnmdrQkwYsQJHhSlG77k/RweR73OuWfhSchB31VL2v71gTVx4kgJu31HbjhHnEuiMfe4fx+D/Z7uz/J6zVamFRcXs337duz2Q0NyGzdupLg4srrdiZPnSS/CnTYWxeMInA8hjmSoWY+hbR+qIR7HiIVaxxFi8FF0OEb7dsRZ9shi/WPyurGUvgVE7q4ev7AWKc3NzXR1dQEwa9YscnNzueOOOygtLeWJJ55gy5YtLF68OJyRRDgoiq+TIWCWXT7HFLfzRQDsoy8E05FDr0KIE7P39Gcy7V+O0h0F84ghYKxahc7WiNeShnPI6VrHOa6wFimLFy/m6aefBkCv1/OPf/yDhoYGLrvsMt566y0effRR8vLywhlJhIljtG97oKl6DbqOgxqniTyKszNwzpG96EqN0wgxeHkyxuPKKkbxurHsfk3rOBHJsvNlAByjLwS9UeM0xxeyo0RXrFhxwq8NGzaM5557LlQRRATxWvNw5s/FdHA1ll2v0D3zJ1pHiijmsrdQ3DbcKSNx50zXOo4Qg5q96EqM9SVYdr6IbcpNEXcejZYUWzPm8vcBsBVdpXGaE5NuSSJs/CMElh0vSLOlr7Hs9PUrsBd9S26oQpwkx5iLUQ1xGFpKMdRu1DpORLHsfhXF68SVORlP5gSt45yQFCkibBwjL8BrTkbfeRBj5Wdax4kY+uZSjLUbfV0fe+bThRADp5qsOEYtAsCy8wWN00QQVfV9SATs4yN/FAWkSBHhZLBgH+tbGB2343mNw0QOS8+CWefwBagJ/duCL4Q4Opt/5Lb0bRRnp8ZpIoOhdgOGllJUQxyOCDm89ESkSBFh5a/eTfuXo+9q0DhNBPC4Aov77EVXaBxGiOjhzp2JO2Ukirsbc9lbWseJCHE7/guAfdRFqKbB0XBQihQRVp70sbhyZqB43Vh3vqF1HM2ZDixHZ2vEE5+Fc1jfzr0SQvSBovjWeAGWHS9qHEZ7iqP90A7CCYNjqgekSBEasE24GgDrjldRvCd4cJTzL5h1jL0cdCHbbCdETLKPW4yqM2Cs24S+KTjd0gcrc+lSFLcdd9pY3NnTtI7TZ1KkiLBzjFyE15SEsb2K+fv0WsfRjK6rFtMB37Z8meoRIvjU+Eycw84GDq39ilWW7T1TPeOvHFQ7CKVIEeFnjMMx1tfc7aaNphM8OHpZdr6Eonpx5czAkzpK6zhCRCX/OjjL7tfA49A4jTYMDVsxNm5D1ZkG3Q5CKVKEJmzjfVM+l+wyoOtu0jiNBjwuLFv/A4Bt4tFPFhdCnDzn0DPwJOSgszdj3vue1nE04R9FcYw8H9WSqnGa/pEiRWjCkzEee/ZkTF4F666lWscJO/Ped9F31+GJzwr0cxBChIDOgL1nHVzclqc0DhN+irMTc+lSYPD0RjmcFClCMx0TlgCQtP1lUGNrBW3cFt8ZVvaJ3wZ97E55CREOtgnfRtWZMNZ9FXMdaC07X0Ln7MCdMhJX/lyt4/SbFClCM52jz6fZomJsq8S07yOt44SNoe4rjHWbUHUmbBOu0TqOEFFPjc/APsa3Di6uJIZGU7yewAciW/GNoAy+H/mDL7GIGqoxnsdnOAGI2/yExmnCx3/TcIy+CDU+U+M0QsQGW/F3Ad9Uq66jWuM04WHa/yH69gN4zSmBbt+DjRQpQlP/b5YTVWfAVLMWQ91mreOEnK6rDnPZOwDYJt+gcRohYocnYzzO/FNQVA9x2/6tdZywiNv8JAC2id8GY5zGaQZGihShqZoklc7R3wBiYzTFsu1ZFK8LV+5M3FmTtY4jREyxTfaNpli2Pw8um8ZpQstQX4KpZi2qzoh90nVaxxkwKVKE5tqm+v4Cmfe+i669SuM0IeRxELf9OQBsk2QURYhwcw5fgCdpGDpHW+DMrGgVt/n/AN+0sjchR+M0AydFitCcM2MczoJ5vmHYnvUa0chc+rbvnJ7EXByFC7WOI0Ts0emxTf4OAHFbnozaXYW6zmrMe3umlYu/p3GakyNFiogItik3AWDZ8V8UR7vGaUJAVQM9GmwTrwO9UeNAQsQme9EVeI2JGFrKMFZ+pnWckIjb+m8Urxtn3hzcmRO1jnNSpEgREcE59CzcqWPQuTqx7HhB6zhBZ6r4BGPDVlSDZVA2VBIiWqgma+CsrPieKZGo4uzyrbnh0Ie/wUyKFBEZFAXbFN+wZNyWp8Dj0jhQEKkq8ev/BvhGUdS4NI0DCRHbbJNvQFX0mCpXRl1zN8uul9E52nAnD8c5fIHWcU6aFCkiYtjHXIo3LgN9ZzXmsre1jhM0xopPMdZ9hWqw0D31+1rHESLmeZOHBfqGJKz/q8ZpgshtJ37To0DPWpRB2Lzt6wb//4GIHgZLoHdI/Pq/gdetcaAgUFUS/KMoE66V5m1CRIjuGT/y9WiqWImhZoPWcYIibvtz6Ltq8STmYR//La3jBIUUKSKi2CbfgNeShqFtH5Zdr2gd56QZKz/ztcDXm2UURYgI0ms0Zd1DGqcJAlc38Rt9oyjdM34MerPGgYJDihQRUVRTIt3TbwN6RlPcdo0TnYTDR1Emfhs1IUvjQEKIw3XP+LFvNKXqcwzV67SOc1Litv4bna0BT9Iw7OO+qXWcoJEiRUQc28Rv40nIQd9ZHWh+NhgZqz7HWLsBVW/GNvUWreMIIb7GmzQk8AN9MI+mKM4O4jf9A4CumT+NqhYHUqSIyGOw0D3zJwDEb3wEnF3a5hmIXmtRrsGbkK1xICHE0XRP/xGqzojp4BcYq9doHWdA4kqeQudoxZ0yEkfPac/RQooUEZHs467wta+2NRI/CLvQGqtWYaxZ7xtFmfYDreMIIY7Bm1SAvci3yDR+EI6mKPbWwLln3bNuB51e40TBJUWKiEx6I12zbgcgbvNjKPZWbfP0h9dN4hd/AMA24WoZRREiwnVPvw1VZ8J0cDXGylVax+mXuM1PoHO2404fh2PUIq3jBJ0UKSJiOUZfjDttLDpHG3GbH9c6Tp9Ztj2LoWknXnMK3TN/qnUcIcQJeK152CZcDUDi578dNM0kdV11xJc8CUDXrJ9HRV+Ur4u+/yMRPXR6umb/DwDxJU+ia6/UONCJKd2NJKz7CwBdc36JaknVOJEQoi+6Z93ua3/Qsoe4nh/8kS5h1d0o7m5cWVNwjjhP6zghIUWKiGjOEefhzJuN4raR+NldoKpaRzquhDV/Qudow5UxUc7oEWIQUS0pdJ5yFwAJ6/+GrrNa40THZ6z4FEvZW6iKjs4z7wdF0TpSSEiRIiKbotB55gOoOhPmAyswl72jdaJjMtR9RdzOFwHoPP3eqFvAJkS0c4xbgitnBoq7m4RVf9A6zrG5bVhX+goq2+QbcGdO0jhQ6EiRIiKeJ3UU3dNvBXzzxRG5iFb1kvjZrwGwj1uCO3eGxoGEEP2m6Og444+oig7L3ncwVqzUOtFRxW98BH37ATwJOXTP+rnWcUJKihQxKHRP/yHu1FHobA0krL5f6zhHsOx8EWN9CV6Tlc45d2gdRwgxQJ6M8dgmfQfA98HD49A4UW/6lrJA47bO0/6AakrUOFFoSZEiBge9mc4z/wRA3I7nI6qFtdJVT8JqX7buWbdL+3shBrnuWbfjic/C0LaP+K8iaGehqpK48g4UrwvHsLNxFp6vdaKQkyJFDBquvDnYxl8JgPXTX0bGJxyvh6SPbkVnb8adPh7bxOu0TiSEOEmqOYmuU3zTt/Hr/xdDw1aNE/mYd7+K6eBqVIPFt+4tShfLHk6KFDGodM29C29cJoaW0og4ayN+498xHfwS1RBP+3n/jKozM4SIZY4xl+IYcR6K10nS+zdrvhZO37Q7sFi2a+ZP8SYN0TRPuEiRIgYV1ZJCxxn3AhC/6R+YS9/WLIvx4Je+k5qBjjPvx5M6UrMsQoggUxQ6zv4rnqSh6NsrsH78M81aICiOdpLe/x6Kuxtn/qnYptysSQ4tSJEiBh3nyG/QPfX7AFhX/Ax9446wZ1C6G7F+eBuK6sU27gocYy8PewYhRGip5mTaz3vM1wJh/4fEffWYBiG8WD/+KYbWcjyJebSf9w/QGcKfQyNSpIhBqWvOHTiHnoHitpG87AYUW3P4Xlz1krT8x+i763CnjqHz9HvC99pCiLByZ02m8zRfz5SENX/CWL02rK8fv/ERzPs+QNWZaF/4BGpcelhfX2tSpIjBSaen/ZxHcScPR99RRdIH3w/PeRuqSsKaBzBVrkQ1WHzrUIzxoX9dIYRm7BOuxj7mUhTVg/WDH6B01YfldY0VnxK/9kEAOs+4D3f2lLC8biSRIkUMWqolhfbzn8JrTMB08EsSv7g7tHPGPQVK/KZHAeg4/Y940seG7vWEEJFBUeg440+4U8eg764j5c1vouusCelL6hu2k/ThD1FQsY2/GnvPzsZYI0WKGNQ86WPpWPB3AOK2/tt3vo/XHfwXUlUSVt9H/KZHAOic93scRd8M/usIISKTKYG2C57Ck5iLoaWMlDcuR9deEZKXMh78kpSli33ngGVPpfP0CG7RH2JSpIhBz1l4Hh2n3YOKQty2/5D03o3g6g7eC6gqCV/cTXzPormO0+/FVnxj8J5fCDEoeFNG0Hrp63iShqFvryDl9cvQt5QF9TVMe5eR/Pa30Tk7cObNpu3C50FvDuprDCYhKVJUVeWGG27g9ddfP+7j7r33XsaOHdvr13PPPReKSCLK2Sd/h/aFj6HqzZj3Lydl6RKU7oaTf2KPi8TPf018z9HtHWf8Cfuk60/+eYUQg5I3aQitl73mm/rpqiXljcuDtsPQsv15kj74PorHgWPEebRd+DyqOSkozz1YBb1I8Xq93HvvvXzxxRcnfOzevXu5/fbbWbVqVeDX5ZfLVk4xMM6R36D14pfwWlIx1peQ+upFGOq3DPj5jNVrSX15IXFbn0FFoeOsB7FPvCaIiYUQg5E3IYfWS1/FlTERna2J1NcuJn7D/wO3fUDPp9hbSVj1e6yf/tLX1mD8VbQvfBwMliAnH3yCWqTU1dVx3XXXsWLFCpKSTlz97d27l/Hjx5OZmRn4FRcXF8xIIsa4c2fQevmbvuHYjkpSX7mApPe+h75pZ5+fQ7E1k/jx7aS8cTmG5t1449JpP++fMbtwTQhxJDUujbZLXsKZfwqK20bC2gdIe+FsTOXv930Bv9tO3FePkfbcqYHR2q4ZP6bzzAdiqhfK8QT1Kmzfvp3c3FwefvhhFi9efNzHdnZ2UldXx/Dhw4MZQQg8KYW0LH6LxM9/h7n0Tczl72Eufw/7qAuxTf0+7rSxR3xCUZwdGGvWY6xeg2X7f9E5WgGwjb+arrm/QrWkavB/IoSIZKo5mbaLX8K85w0SVt+Hvv0Aye/diHPI6djHfRNXVjHe5OG9z9jxetC3H8BYvYb49Q+j7zwIgDttLF1z78Q5/Gxt/mciVFCLlPnz5zN//vw+PXbv3r0oisJjjz3GZ599RkpKCt/5zne49NJL+/WaHUoHKsHddtqhdPT6pwiNkF7neCPt5/0R48wbSF33DxLL3sdS9jaWMl8bfXdCNq7kAtyJOZha9mNq3ImiegPf7kgfS+OZv8WRO7XnK+3Bzxgm8n4OD7nO4RFx11mBjnELaCqcS8rG/yPlq39hqvwMU+VnAHjMyTiyJuK1pGBs2YuxZR+6ww5HdSfm0Dz7NjrHXgQ6PZF0rwnVtVYUhQysfXpsv4oUu91OXV3dUX8vMzOT+Pi+N7UqLy9HURQKCwu55pprWL9+Pb/5zW9ITEzknHPO6fPzFKePo4PQvFmnpBeF5HlFbyG9zhnAGJhYp+O3K80sLDNgdSoYuuowdPV+L5elevlsmJuPC928PGE9bv2FoculAXk/h4dc5/CIyOucB4WnKty21sScKj1TavVYHG3EV/Zeo2kzqOzM8PLCJBePzNqD3XgbcJs2mfsg2NfaipX2PhZjiqr2vfvV2rVrufbaa4/6e48++igLFiwI/Pf8+fO59dZbueyyy476eFVVaWtrIyUlJfC1e+65h3379vH000/3NRL7mqrpx/9Cn3QoHUxJL2Jz006sat+qPdF/mlxnVUVnb8HYVomhvQpDRzVuax72vOl4EnPCkyHM5P0cHnKdw2NQXWePE1NTKea6reicnbjSCnGmjcJtze8ZNYlsobrWiqIwIj2vT4/t10jK7Nmz2b1794BCfZ2iKL0KFIDCwkLWrFnTr+exqtaQNRm1qlasamxv/wqHsF9nSzJYhkM2ePGtHo8HgjxrGHHk/Rwecp3DY1BcZx2QmQGZc/ECeiCwNWQQ3W+Cfa2VEz8kQLNmbg8//DDXX399r6/t2rWLwsJCbQIJIYQQIqKEtUhpbm6mq6sLgLPOOov169fz1FNPUVFRwX//+1+WLl3KDTfcEM5IQgghhIhQYS1SFi9eHFhvMnnyZB5++GHefPNNFi1axLPPPstDDz3E1KlTT/AsQgghhIgFIesWs2LFihN+bcGCBb0W2wohhBBC+MkBg0IIIYSISFKkCCGEECIiSZEihBBCiIgkRYoQQgghIpIUKUIIIYSISFKkCCGEECIiSZEihBBCiIgkRYoQQgghIpIUKUIIIYSISCHrOBsuSn+OU+zzcypYsaIoSr9OaxT9I9c5POQ6h4dc5/CQ6xw+obrW/fm5raiqOogOjBZCCCFErJDpHiGEEEJEJClShBBCCBGRpEgRQgghRESSIkUIIYQQEUmKFCGEEEJEJClShBBCCBGRpEgRQgghRESSIkUIIYQQEUmKFCGEEEJEJClSvsbhcHDnnXcyY8YM5s2bx9NPP611pKhUV1fHj370I2bNmsVpp53G/fffj8Ph0DpW1Lrpppv41a9+pXWMqOV0Orn77ruZOXMmp5xyCn/961+RZt7BV1NTw80338y0adOYP38+//73v7WOFFWcTieLFi1i7dq1ga9VVlZy/fXXM2XKFC644AJWrVoV1kyD/uyeYPvzn//Mtm3beOaZZ6iuruaXv/wleXl5LFy4UOtoUUNVVX70ox+RlJTE888/T1tbG3feeSc6nY5f/vKXWseLOu+++y4rV67k0ksv1TpK1Lr33ntZu3YtTz31FF1dXfz0pz8lLy+Pb33rW1pHiyo/+clPyMvL4/XXX6esrIyf//zn5Ofnc84552gdbdBzOBzcfvvtlJaWBr6mqio//OEPGTNmDK+99hrLly/n1ltvZdmyZeTl5YUll4ykHKa7u5tXXnmFu+66iwkTJnDOOedw44038vzzz2sdLaqUl5ezefNm7r//fkaPHs2MGTP40Y9+xDvvvKN1tKjT2trKn//8ZyZNmqR1lKjV2trKa6+9xj333MPkyZOZO3cuN9xwAyUlJVpHiyptbW1s3ryZW265heHDh7NgwQJOO+00Vq9erXW0Qa+srIxvfvObVFRU9Pr6mjVrqKys5A9/+AMjR47k5ptvZsqUKbz22mthyyZFymF27dqF2+1m6tSpga9Nnz6dkpISvF6vhsmiS2ZmJk8++SQZGRm9vt7Z2alRouj1wAMPcPHFFzNq1Cito0StjRs3kpiYyKxZswJfu+mmm7j//vs1TBV9LBYLcXFxvP7667hcLsrLy9m0aRNFRUVaRxv01q1bx+zZs3nppZd6fb2kpITx48cTHx8f+Nr06dPZvHlz2LJJkXKYhoYGUlNTMZlMga9lZGTgcDhobW3VLliUSUpK4rTTTgv8t9fr5bnnnmPOnDkapoo+q1evZsOGDfzgBz/QOkpUq6ysJD8/n6VLl7Jw4ULOPvtsHn30UflgE2Rms5nf/va3vPTSSxQXF3P++edz+umns2TJEq2jDXpXXXUVd955J3Fxcb2+3tDQQFZWVq+vpaenU1tbG7ZssiblMDabrVeBAgT+2+l0ahEpJjz44IPs2LGDV199VesoUcPhcPC73/2O3/72t1gsFq3jRLXu7m4OHDjAiy++yP33309DQwO//e1viYuL44YbbtA6XlTZu3cvZ511Ft/5zncoLS3lnnvuYe7cuVx00UVaR4tKx/qZGM6fh1KkHMZsNh9x8f3/LTf60HjwwQd55pln+Nvf/saYMWO0jhM1HnnkESZOnNhrxEqEhsFgoLOzk4ceeoj8/HwAqqureeGFF6RICaLVq1fz6quvsnLlSiwWC5MmTaKuro5//vOfUqSEiNlsPmIWwel0hvXnoRQph8nOzqalpQW3243B4Ls0DQ0NWCwWkpKSNE4Xfe655x5eeOEFHnzwQc477zyt40SVd999l8bGxsD6Kn+x/cEHH/DVV19pGS3qZGZmYjabAwUKwIgRI6ipqdEwVfTZtm0bw4YN6/UDcvz48Tz22GMapopu2dnZlJWV9fpaY2PjEVNAoSRFymGKioowGAxs3ryZGTNmAL5FcZMmTUKnk+U7wfTII4/w4osv8te//lW2d4fAs88+i9vtDvz3X/7yFwB+/vOfaxUpahUXF+NwONi3bx8jRowAfDvYDi9axMnLysriwIEDOJ3OwBREeXk5BQUFGieLXsXFxTzxxBPY7fZAcbhx40amT58etgzyk/cwcXFxXHLJJfz+979ny5YtLF++nKeffpprr71W62hRZe/evfzjH//ge9/7HtOnT6ehoSHwSwRHfn4+w4YNC/xKSEggISGBYcOGaR0t6hQWFnLmmWdyxx13sGvXLj7//HOeeOIJrrzySq2jRZX58+djNBr59a9/zb59+1ixYgWPPfYY3/72t7WOFrVmzZpFbm4ud9xxB6WlpTzxxBNs2bKFxYsXhy2DokpbxF5sNhu///3v+fDDD0lMTOS73/0u119/vdaxosoTTzzBQw89dNTf2717d5jTxAZ/t9k//elPGieJTh0dHdxzzz189NFHxMXFcdVVV/HDH/4QRVG0jhZVysrKuO+++9iyZQtpaWlcffXVXHfddXKdg2js2LH85z//Yfbs2QAcOHCAu+66i5KSEoYNG8add97JKaecErY8UqQIIYQQIiLJdI8QQgghIpIUKUIIIYSISFKkCCGEECIiSZEihBBCiIgkRYoQQgghIpIUKUIIIYSISFKkCCGEECIiSZEihBBCiIgkRYoQQgghIpIUKUIIIYSISFKkCCGEECIiSZEihBBCiIj0/wGeZvSTl7+kXQAAAABJRU5ErkJggg==",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.set_style(\"darkgrid\",{'grid.color':'#00ff00'})\n",
    "# numpy 模拟等差数列\n",
    "x = np.linspace(0,10,100)\n",
    "y1 = np.sin(x)\n",
    "y2 = np.sin(x + 2) * 1.5\n",
    "sns.lineplot(x=x,y=y1)\n",
    "sns.lineplot(x=x,y=y2)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# 直方图"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 113,
   "metadata": {
    "execution": {
     "iopub.execute_input": "2024-11-29T16:46:50.989454Z",
     "iopub.status.busy": "2024-11-29T16:46:50.989454Z",
     "iopub.status.idle": "2024-11-29T16:46:51.124593Z",
     "shell.execute_reply": "2024-11-29T16:46:51.124593Z",
     "shell.execute_reply.started": "2024-11-29T16:46:50.989454Z"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "   survived  pclass     sex   age  sibsp  parch     fare embarked  class  \\\n",
      "0         0       3    male  22.0      1      0   7.2500        S  Third   \n",
      "1         1       1  female  38.0      1      0  71.2833        C  First   \n",
      "2         1       3  female  26.0      0      0   7.9250        S  Third   \n",
      "3         1       1  female  35.0      1      0  53.1000        S  First   \n",
      "4         0       3    male  35.0      0      0   8.0500        S  Third   \n",
      "\n",
      "     who  adult_male deck  embark_town alive  alone  \n",
      "0    man        True  NaN  Southampton    no  False  \n",
      "1  woman       False    C    Cherbourg   yes  False  \n",
      "2  woman       False  NaN  Southampton   yes   True  \n",
      "3  woman       False    C  Southampton   yes  False  \n",
      "4    man        True  NaN  Southampton    no   True  \n",
      "survived         0\n",
      "pclass           0\n",
      "sex              0\n",
      "age            177\n",
      "sibsp            0\n",
      "parch            0\n",
      "fare             0\n",
      "embarked         2\n",
      "class            0\n",
      "who              0\n",
      "adult_male       0\n",
      "deck           688\n",
      "embark_town      2\n",
      "alive            0\n",
      "alone            0\n",
      "dtype: int64\n",
      "     survived  pclass     sex   age  sibsp  parch     fare embarked   class  \\\n",
      "0           0       3    male  22.0      1      0   7.2500        S   Third   \n",
      "1           1       1  female  38.0      1      0  71.2833        C   First   \n",
      "2           1       3  female  26.0      0      0   7.9250        S   Third   \n",
      "3           1       1  female  35.0      1      0  53.1000        S   First   \n",
      "4           0       3    male  35.0      0      0   8.0500        S   Third   \n",
      "..        ...     ...     ...   ...    ...    ...      ...      ...     ...   \n",
      "885         0       3  female  39.0      0      5  29.1250        Q   Third   \n",
      "886         0       2    male  27.0      0      0  13.0000        S  Second   \n",
      "887         1       1  female  19.0      0      0  30.0000        S   First   \n",
      "889         1       1    male  26.0      0      0  30.0000        C   First   \n",
      "890         0       3    male  32.0      0      0   7.7500        Q   Third   \n",
      "\n",
      "       who  adult_male deck  embark_town alive  alone  \n",
      "0      man        True  NaN  Southampton    no  False  \n",
      "1    woman       False    C    Cherbourg   yes  False  \n",
      "2    woman       False  NaN  Southampton   yes   True  \n",
      "3    woman       False    C  Southampton   yes  False  \n",
      "4      man        True  NaN  Southampton    no   True  \n",
      "..     ...         ...  ...          ...   ...    ...  \n",
      "885  woman       False  NaN   Queenstown    no  False  \n",
      "886    man        True  NaN  Southampton    no   True  \n",
      "887  woman       False    B  Southampton   yes   True  \n",
      "889    man        True    C    Cherbourg   yes   True  \n",
      "890    man        True  NaN   Queenstown    no   True  \n",
      "\n",
      "[714 rows x 15 columns]\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "titanic = sns.load_dataset(\"titanic\")\n",
    "print(titanic.head())\n",
    "# 检查是否有缺失值\n",
    "print(titanic.isnull().sum())\n",
    "\n",
    "sns.set_style(\"darkgrid\")\n",
    "print(titanic[titanic['age'].notnull()])\n",
    "sns.histplot(data = titanic[titanic['age'].notnull()]['age'],kde=True)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3 (ipykernel)",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
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